{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Error analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib import rc\n",
    "import pandas as pd\n",
    "\n",
    "# plot style\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_style({'font.family': 'Times New Roman'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load success data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_csv(\"data/aggregate_results_env.csv\", index_col=0)\n",
    "df2 = pd.read_csv(\"data/aggregate_results_no_env.csv\", index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Run result frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "success                                                                                                                                                           1472\n",
       "Error in readChar(con, 5L, useBytes = TRUE) : cannot open the connection                                                                                           296\n",
       "Error in file(file, 'rt') : cannot open the connection                                                                                                             237\n",
       "Error in file(filename, 'r', encoding = encoding) :   cannot open the connection                                                                                    67\n",
       "Error in makeRestartList(...) : reached elapsed time limit                                                                                                          65\n",
       "Error in eval(m$data, parent.frame()) : object 'poets' not found                                                                                                    17\n",
       "Error in library(Bullock, lib.loc = c(.libPaths(), 'packageLibrary')) :   there is no package called 'Bullock'                                                      16\n",
       "Error in estfun(fm) : could not find function 'estfun'                                                                                                              15\n",
       "Error in gam(tr.eq, data = examp.data, binomial(link = 'logit')) :   could not find function 'gam'                                                                  13\n",
       "Error in gzfile(file, 'rb') : cannot open the connection                                                                                                            13\n",
       "Error in file(file, ifelse(append, 'a', 'w')) :   cannot open the connection                                                                                        12\n",
       "Error in read.dta(file.choose()) :   unable to open file: 'No such file or directory'                                                                               11\n",
       "Error in rmvnorm(n, mean = rep(0, k), sigma = M) :   could not find function 'rmvnorm'                                                                              10\n",
       "Error in library(maxLik, lib.loc = libLoc) :   there is no package called 'maxLik'                                                                                   9\n",
       "Error in genperms(money.dat$treatment.assignment, blockvar = money.dat$Block.ID) :   could not find function 'genperms'                                              9\n",
       "Error in eval(ei, envir) : object 'dat.uo' not found                                                                                                                 8\n",
       "Error in paste(wd, '/Figures/Figures_Output/', sep = '') :   object 'wd' not found                                                                                   8\n",
       "Error in jags.model(file = 'MLV2.bug', inits = inits, data = forJags,  :   could not find function 'jags.model'                                                      8\n",
       "Error : RStudio not running                                                                                                                                          6\n",
       "Error in file(file, if (append) 'a' else 'w') :   cannot open the connection                                                                                         6\n",
       "Error in loadNamespace(name) : there is no package called 'pacman'                                                                                                   6\n",
       "Error in library(here) : there is no package called 'here'                                                                                                           6\n",
       "Error in plot.new() : figure margins too large                                                                                                                       6\n",
       "Error in dev.off() : cannot shut down device 1 (the null device)                                                                                                     5\n",
       "Error in read.dta('') : unable to open file: 'No such file or directory'                                                                                             5\n",
       "Error in loadNamespace(name) : there is no package called 'devtools'                                                                                                 5\n",
       "Error in read.dta('anes.dta') :   unable to open file: 'No such file or directory'                                                                                   5\n",
       "Error in as.data.table(.) : could not find function 'as.data.table'                                                                                                  5\n",
       "Error in eval(ei, envir) : object 'simN' not found                                                                                                                   5\n",
       "Error in loadNamespace(name) : there is no package called 'car'                                                                                                      4\n",
       "                                                                                                                                                                  ... \n",
       "Error in basename(file = '/Users/bizhao/R/CAT analysis/LA_CAT_reference.csv') :   unused argument (file = '/Users/bizhao/R/CAT analysis/LA_CAT_reference.csv')       1\n",
       "Error in data[data$t < 0, ] : incorrect number of dimensions                                                                                                         1\n",
       "Error in subset(dat, dat$tdec != dat$tincarg) : object 'dat' not found                                                                                               1\n",
       "Error in coeftest(regression, vcov = vcovHC(regression, 'HC1')) :   could not find function 'coeftest'                                                               1\n",
       "Error in type.convert.default(data[[i]], as.is = as.is[i], dec = dec,  :   invalid multibyte string at '<aa> DP'                                                     1\n",
       "Error in run.jags(method = 'parallel', model = 'idmodel.txt', inits = list(taustarO3 = taustarO3,  :   could not find function 'run.jags'                            1\n",
       "Error in read.dta('Recoded-CCESTurnoutData.dta') :   unable to open file: 'No such file or directory'                                                                1\n",
       "Error in registerDoMC(cores = 8) : could not find function 'registerDoMC'                                                                                            1\n",
       "Error in read.dta('./original data/baro_drees_2015_queteletv2.dta') :   could not find function 'read.dta'                                                           1\n",
       "Error in cmpfun(euclidean.distancer) : could not find function 'cmpfun'                                                                                              1\n",
       "Error in paste(wd, '/Appendix_A2/A_output/', sep = '') :   object 'wd' not found                                                                                     1\n",
       "Error in sandwich(i) : could not find function 'sandwich'                                                                                                            1\n",
       "Error in eval(ei, envir) : object 'dfCan2015' not found                                                                                                              1\n",
       "Error in data$vote08 : object of type 'closure' is not subsettable                                                                                                   1\n",
       "Error in clmm(as.factor(Resp_attribution) ~ Prime_minister + Cabinet +  :   could not find function 'clmm'                                                           1\n",
       "Error : `path` does not exist: 'ses_data.xlsx'                                                                                                                       1\n",
       "Error in polywog(kenyatta ~ reg_1 + reg_2 + reg_4 + reg_5 + reg_6 + reg_7 +  :   could not find function 'polywog'                                                   1\n",
       "Error in read.dta13('sub1.dta') : could not find function 'read.dta13'                                                                                               1\n",
       "Error in eval(ei, envir) : object 'Final_Chemicalq' not found                                                                                                        1\n",
       "Error in pdf(file = 'Output/figure_2.pdf', width = 7.3, height = 5.5,  :   cannot open file 'Output/figure_2.pdf'                                                    1\n",
       "Error in transMat(list(c(2, 3), c(), c()), names = c('democracy', 'exogenous',  :   could not find function 'transMat'                                               1\n",
       "Error in data$cat08 : object of type 'closure' is not subsettable                                                                                                    1\n",
       "Error in convertRC(rc.all) : could not find function 'convertRC'                                                                                                     1\n",
       "Error in principal(cbind(fight_dem, fight_sect, fight_foreign, fight_rel,  :   could not find function 'principal'                                                   1\n",
       "Error in multiplot(pr.plot, pr.score.plot, cl.plot, cl.score.plot, cols = 2) :   could not find function 'multiplot'                                                 1\n",
       "Error in read.dta('for densities2.dta') :   unable to open file: 'No such file or directory'                                                                         1\n",
       "Error in rdrobust(y = df_m$living_day_imp_post, x = df_m$margin_pct_1) :   could not find function 'rdrobust'                                                        1\n",
       "Error in felm(Y ~ Mayor | Mun + Election | 0 | Mun, data = sub) :   could not find function 'felm'                                                                   1\n",
       "Error in df[, varList] : object of type 'closure' is not subsettable                                                                                                 1\n",
       "Error in rcorr(cbind(data$cmidif, data$prop_attendance), type = 'pearson') :   could not find function 'rcorr'                                                       1\n",
       "Name: result, Length: 1220, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['result'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "success                                                                                                                                                                             952\n",
       "Error in file(file, 'rt') : cannot open the connection                                                                                                                              128\n",
       "Error in readChar(con, 5L, useBytes = TRUE) : cannot open the connection                                                                                                            125\n",
       "Error in library(stargazer) : there is no package called 'stargazer'                                                                                                                 71\n",
       "Error in library(car) : there is no package called 'car'                                                                                                                             60\n",
       "Error in library(Hmisc) : there is no package called 'Hmisc'                                                                                                                         60\n",
       "Error in file(filename, 'r', encoding = encoding) :   cannot open the connection                                                                                                     57\n",
       "Error in library(pscl) : there is no package called 'pscl'                                                                                                                           49\n",
       "Error in library(gridExtra) : there is no package called 'gridExtra'                                                                                                                 47\n",
       "Error in setwd('') : cannot change working directory                                                                                                                                 45\n",
       "Error in library(readstata13) : there is no package called 'readstata13'                                                                                                             45\n",
       "Error in library(lme4) : there is no package called 'lme4'                                                                                                                           40\n",
       "Error in loadNamespace(name) : there is no package called 'rio'                                                                                                                      37\n",
       "Error in library(MCMCpack) : there is no package called 'MCMCpack'                                                                                                                   34\n",
       "Error in library(reshape) : there is no package called 'reshape'                                                                                                                     31\n",
       "Error in library(Bullock, lib.loc = c(.libPaths(), 'packageLibrary')) :   there is no package called 'Bullock'                                                                       29\n",
       "Error in library(lmtest) : there is no package called 'lmtest'                                                                                                                       25\n",
       "Error in library(texreg) : there is no package called 'texreg'                                                                                                                       23\n",
       "Error in library(rio) : there is no package called 'rio'                                                                                                                             22\n",
       "Error in library(rjags) : there is no package called 'rjags'                                                                                                                         21\n",
       "Error in library(here) : there is no package called 'here'                                                                                                                           21\n",
       "Error in library(sandwich) : there is no package called 'sandwich'                                                                                                                   20\n",
       "Error in library(Matching) : there is no package called 'Matching'                                                                                                                   20\n",
       "Error in library(arm) : there is no package called 'arm'                                                                                                                             20\n",
       "Error in library(Zelig) : there is no package called 'Zelig'                                                                                                                         19\n",
       "Error in library(doParallel) : there is no package called 'doParallel'                                                                                                               18\n",
       "Error in library(effects) : there is no package called 'effects'                                                                                                                     18\n",
       "Error in library(maptools) : there is no package called 'maptools'                                                                                                                   16\n",
       "Error in library(countrycode) : there is no package called 'countrycode'                                                                                                             15\n",
       "Error in library(extrafont) : there is no package called 'extrafont'                                                                                                                 15\n",
       "                                                                                                                                                                                   ... \n",
       "Error in pdf(file = file.path(SAVEDIR, sprintf('fig1_intution.pdf')),  :   cannot open file 'doi:10.7910/DVN/8TB7GO/fig1_intution.pdf'                                                1\n",
       "Error in loadNamespace(name) : there is no package called 'psych'                                                                                                                     1\n",
       "Error in setwd('<<Set as appropriate>>') :   cannot change working directory                                                                                                          1\n",
       "Error in eval(lhs, parent, parent) :   object 'm1.cat.bayes.contact' not found                                                                                                        1\n",
       "Error in setwd('/Users/Gautam/Dropbox/Yale/Other Activities/Global_Inequality_Redistribution/TESS/Data_Analysis/Nair_JOP_Replication_Files') :   cannot change working directory      1\n",
       "Error in library(epiR) : there is no package called 'epiR'                                                                                                                            1\n",
       "Error in estfun(fm) : could not find function 'estfun'                                                                                                                                1\n",
       "Error in eval(ei, envir) : object 'net' not found                                                                                                                                     1\n",
       "Error in library(viridis) : there is no package called 'viridis'                                                                                                                      1\n",
       "Error in mean(study1$CB_FED_SQ[study1$CB_FED_TREAT == 0 & study1$CONDITION ==  :   object 'study1' not found                                                                          1\n",
       "Error in library('network') : there is no package called 'network'                                                                                                                    1\n",
       "Error in library(RDS) : there is no package called 'RDS'                                                                                                                              1\n",
       "Error in setwd('/home/leizhu/platform2') :   cannot change working directory                                                                                                          1\n",
       "Error in read.dta('circuit_judges_by_year_party_only.dta', convert.underscore = T) :   could not find function 'read.dta'                                                             1\n",
       "Error in setwd('C:/Users/matiav/Documents/Conference and Publications/Research and Politics 1/1R&R/sequence analysis') :   cannot change working directory                            1\n",
       "Error in setwd('~/Dropbox/Information and Predictions/STM') :   cannot change working directory                                                                                       1\n",
       "Error in library(ei) : there is no package called 'ei'                                                                                                                                1\n",
       "Error : '/Users/cheng/OneDrive/Desktop/character/character/5_build_author_models/Figure5Data.csv' does not exist.                                                                     1\n",
       "Error in library('mediation') : there is no package called 'mediation'                                                                                                                1\n",
       "Error in Cs(migs.take.jobs, migs.more.terror, closed.immigrants, hurt.standing.refugee,  :   could not find function 'Cs'                                                             1\n",
       "Error in cmpfun(euclidean.distancer) : could not find function 'cmpfun'                                                                                                               1\n",
       "Error in setwd('data replication') : cannot change working directory                                                                                                                  1\n",
       "Error in library(gpirt) : there is no package called 'gpirt'                                                                                                                          1\n",
       "Error in setwd('/Users/samharper/Dropbox/mva/replication') :   cannot change working directory                                                                                        1\n",
       "Error in setwd('~/Dropbox/research/crime') :   cannot change working directory                                                                                                        1\n",
       "Error in setwd(pathDATA) : object 'pathDATA' not found                                                                                                                                1\n",
       "Error in source(r_file) :   invalid multibyte character in parser at line 176                                                                                                         1\n",
       "Error in source(r_file) :   invalid multibyte character in parser at line 174                                                                                                         1\n",
       "Error in mean(study2_mi$PROP2_SQ[study2_mi$PROP2_TREAT == 0 & study2_mi$PARTISAN ==  :   object 'study2_mi' not found                                                                 1\n",
       "Error in head(con.data) : object 'con.data' not found                                                                                                                                 1\n",
       "Name: result, Length: 944, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['result'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Error type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "def error_type(el):\n",
    "    if 'success' in el:\n",
    "        return 'success'\n",
    "    if 'setwd' in el:\n",
    "        return 'setwd'\n",
    "    \n",
    "    # library\n",
    "    if 'there is no package' in el:\n",
    "        return 'library'\n",
    "    if 'no packages called' in el:\n",
    "        return 'library'\n",
    "    if 'could not find function' in el:\n",
    "        return 'library'\n",
    "    if 'no library trees found' in el:\n",
    "        return 'library'\n",
    "    if 'install.packages' in el:\n",
    "        return 'library'\n",
    "    \n",
    "    #if \"unexpected\" in el or 'unrecognized' in el:\n",
    "    #    return 'syntax'\n",
    "    #if 'RStudio' in el or 'Stata' in el:\n",
    "    #    return 'RStudio or Stata'\n",
    "    \n",
    "\n",
    "    # file, path or output\n",
    "    if 'cannot open the connection' in el:\n",
    "        return 'file, path or output'\n",
    "    if 'does not exist' in el:\n",
    "        return 'file, path or output'\n",
    "    if 'No such file or directory' in el:\n",
    "        return 'file, path or output'\n",
    "    if 'must already exist' in el:\n",
    "        return 'file, path or output'\n",
    "    if 'basename' in el:\n",
    "        return 'file, path or output'\n",
    "    if 'cannot open file' in el or 'no device to print' in el:\n",
    "        return 'file, path or output'\n",
    "    if 'figure margins' in el or '.pdf' in el:\n",
    "        return 'file, path or output'\n",
    "    \n",
    "    if \"object\" in el and \"not found\" in el:\n",
    "        return \"R object not found\"\n",
    "    \n",
    "    if 'reached elapsed time limit' in el:\n",
    "        return 'reached time limit'\n",
    "    else:\n",
    "        #print el\n",
    "        return 'other'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[df1['result'].notna()]\n",
    "df2 = df2[df2['result'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove success\n",
    "df1 = df1[df1['result']!='success']\n",
    "df2 = df2[df2['result']!='success']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_colwidth = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40\n",
      "1\n",
      "1\n",
      "0\n",
      "0\n",
      "0\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print(len(df1[df1.result.str.contains(\"pdf(\", regex=False)].result))\n",
    "print(len(df1[df1.result.str.contains(\"jpeg(\", regex=False)].result))\n",
    "print(len(df1[df1.result.str.contains(\"postscript(\", regex=False)].result))\n",
    "print(len(df1[df1.result.str.contains(\"png(\", regex=False)].result))\n",
    "print(len(df1[df1.result.str.contains(\"tiff(\", regex=False)].result))\n",
    "print(len(df1[df1.result.str.contains(\"save(\", regex=False)].result))\n",
    "print(len(df1[df1.result.str.contains(\"write.csv(\", regex=False)].result))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.result.str.contains(\"Error in source(r_file)\", regex=False).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df1[~df1.result.str.contains(\"Error in source(r_file)\", regex=False)]\n",
    "df2 = df2[~df2.result.str.contains(\"Error in source(r_file)\", regex=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "library                 1846\n",
       "file, path or output     386\n",
       "setwd                    361\n",
       "R object not found       184\n",
       "other                     54\n",
       "reached time limit        10\n",
       "Name: error_type, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1['error_type']=df1['result'].apply(error_type)\n",
    "df2['error_type']=df2['result'].apply(error_type)\n",
    "\n",
    "df2['error_type'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Constructing Sankey"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.merge(df1, df2, on=['doi','file'], how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['result_x'].notna()]\n",
    "df = df[df['result_y'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1224"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['type_x'] = df['result_x'].apply(error_type)\n",
    "df['type_y'] = df['result_y'].apply(error_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[(df['success_y'] == 1)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "library                 680\n",
       "file, path or output    225\n",
       "setwd                   159\n",
       "R object not found      121\n",
       "other                    37\n",
       "reached time limit        2\n",
       "Name: type_y, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['type_y'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "other                 35\n",
       "reached time limit     1\n",
       "library                1\n",
       "Name: type_x, dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['type_y'] == 'other')]['type_x'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sanky result\n",
    "\n",
    "To be plotted at: http://sankeymatic.com/build/\n",
    "\n",
    "```\n",
    "R files [843] Success #00CC00\n",
    "R files [850] Library Error #0033cc\n",
    "R files [221] SetWD #cc00cc\n",
    "R files [229] File, Path or Output Error #cc0033\n",
    "R files [136] R Object Not Found #cccc00\n",
    "R files [56] Other Error #cc6600\n",
    "\n",
    "Library Error [170] Success #00CC00\n",
    "Library Error [429] Library  Error #0033cc\n",
    "Library Error [175] File, Path or Output  Error #cc0033\n",
    "Library Error [20] R Object Not  Found #cccc00\n",
    "Library Error [56] Other  Error #cc6600\n",
    "\n",
    "File, Path or Output Error [4] Success #00CC00\n",
    "File, Path or Output Error [218] File, Path or Output  Error #cc0033\n",
    "File, Path or Output Error [3] Library  Error #0033cc\n",
    "File, Path or Output Error [1] R Object Not  Found #cccc00\n",
    "File, Path or Output Error [3] Other  Error #cc6600\n",
    "\n",
    "R Object Not Found  [15] Success #00CC00\n",
    "R Object Not Found [1] Library  Error #0033cc\n",
    "R Object Not Found [1] File, Path or Output  Error #cc0033\n",
    "R Object Not Found [118] R Object Not  Found #cccc00\n",
    "R Object Not Found [1] Other  Error #cc6600\n",
    "\n",
    "Other Error [3] Success #00CC00\n",
    "Other Error [4] Library  Error #0033cc\n",
    "Other Error [4] File, Path or Output  Error #cc0033\n",
    "Other Error [2] R Object Not  Found #cccc00\n",
    "Other Error [43] Other  Error #cc6600\n",
    "\n",
    "SetWD [62] Success #00CC00\n",
    "SetWD [59] Library  Error #0033cc\n",
    "SetWD [72] File, Path or Output  Error #cc0033\n",
    "SetWD [10] R Object Not  Found #cccc00\n",
    "SetWD [18] Other  Error #cc6600\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Error percentages "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "R object not found      10.01\n",
       "file, path or output    41.84\n",
       "library                 38.14\n",
       "other                    6.45\n",
       "reached time limit       3.52\n",
       "success                  0.05\n",
       "Name: error_type, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df1['error_type'].value_counts(normalize=True) * 100).round(2).sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2218"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "R object not found       6.48\n",
       "file, path or output    13.59\n",
       "library                 64.98\n",
       "other                    1.90\n",
       "reached time limit       0.35\n",
       "setwd                   12.71\n",
       "Name: error_type, dtype: float64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df2['error_type'].value_counts(normalize=True) * 100).round(2).sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2841"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'library'),\n",
       " Text(0,0,'R object not found'),\n",
       " Text(0,0,'file, path or output'),\n",
       " Text(0,0,'other'),\n",
       " Text(0,0,'reached time limit'),\n",
       " Text(0,0,'success')]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAFKCAYAAAAdXygXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi40LCBodHRwOi8vbWF0cGxvdGxpYi5vcmcv7US4rQAAHgVJREFUeJzt3XmYZFWZ5/FvVQGpLCICsokLOL4WiIKluKCAY9u4dYuOgA6oCDgitKgtMtpq266jg4oKLoijItICooMiq4gs0g1o0shW/QrugMoii4pVLJX9xzlBZWVmUZlURJ6MiO/neerJe09EFW+QmfGLe882b2xsDEmS5rcuQJI0NxgIkiTAQJAkVQaCJAkwECRJlYEgSQIMBElSZSBIkgADQZJUrdG6gJm4/PLLx0ZGRlqXIUl95a677rpl0aJFG6/qeX0VCCMjIyxcuLB1GZLUV0ZHR389ned5y0iSBBgIkqTKQJAkAQaCJKkyECRJgIEgSaoMBEkSYCBIkioDQc0tvXdp6xJmpN/qlaarr2YqazCNrDHCTkfu1LqMabvozRe1LkHqCa8QJEmAgSBJqgwESRJgIEiSKgNBkgQYCJKkykCQJAEGgiSpMhAkSYCBIEmqDARJEmAgSJIqA0GSBBgIkqTKQJAkAQaCJKkyECRJwIAEwtJ77mtdwoz1Y82SBttAbKE5suYCFr3ja63LmJHRw1/bugRJWsFAXCFIklafgSBJAgwESVJlIEiSAANBklQZCJIkoIfDTiNibeBdwGXAM4CPAHsC9wEbAZ/IzGURccDEtl7VJElauV5eIewG3JKZ/x/4LbA/sHNmfgX4A7BHRDx2YlsP65EkPYBeTky7FHh/RJwGrAfcBVxbH7saOARYf4q2E1f2Dy5dupTFixdPal+4cGH3qp5FU72WYdSP3z+/dxpEPQuEzLwhIj4NfBE4DtgMuK0+vATYlHKbaGLbSo2MjPTlm8fKDNJrGTZ+79RPRkdHp/W8nt0yioitgEcBLwJeB6wJrF0fXg+4Fbh5ijZJUgO97EPYHvhjZi4FPgWMAdvWx7YBzgTOmqJNktRALwPhdGDLiHgxEMCRwI8jYn/K7aPjM/M3E9t6WI8k6QH0sg9hCXBYPT29fj1qiudNapMkzT4npkmSAANBklQZCJIkwECQJFUGgiQJMBAkSZWBIEkCDARJUmUgSJIAA0GSVBkIkiTAQJAkVQaCJAkwECRJlYEgSQIMBElSZSBIkgADQZJUGQiSJMBAkCRVBoIkCTAQJEmVgSBJAgwESVJlIEiSAANBklQZCJIkwECQJFUGgiQJMBAkSZWBIEkCDARJUmUgSJIAA0GSVBkIkiTAQJAkVWv08h+PiHnA64CbgJ8Cr6rH62fmUfU5b5/YJkmafb2+Qvgo8OPMPB14HLBhZh4HbBARz4iI50xs63E9kqSV6NkVQkQ8G3gGcH1E7AOMAYvrw9cALwbWnKLtkl7VJElauV7eMnoZ8OXM/FpEHA28HnhFfWwJsCkwD7htQttKLV26lMWLF09qX7hwYbdqnlVTvZZh1I/fP793GkS9DISHAHfW4+8BawFr1/P1gFspVw0T21ZqZGSkL988VmaQXsuw8XunfjI6Ojqt5/WyD+FHwA71eE3gOuDJ9Xwb4Ezg9CnaJEkN9CwQMvObwDoR8XLgMcDhwJKI2A+4PTMvyMyLJrb1qh5J0gPr6bDTzDx0QtOHpnjOpDZJ0uxzYpokCTAQJEmVgSBJAgwESVJlIEiSAANBklQZCJIkwECQJFUGgiQJMBAkSdW0AyEi5o87nhcRa/amJElSCzO5Qtinc5CZY5TF6iRJA2KVi9tFxJbAEcC2EbEvZVObMeCy3pYmSZpNqwyEzPxtROwBbJWZP++0R8QmPa1MkjSrprX8dWaORcTzIuKzlJ3PALYAomeVSZJm1Uz2Q3g18A/AXfV8UffLkSS1MpNA+BJwQ2beCRARj+xNSZKkFmYSCIcCB0bEsnq+JfD47pckSWphJoHw95l5Q+ckIh7dg3okSY3MJBC+HhFj9Xg+8DDgqd0vSZLUwkwC4T2ZeRFARGwIvKw3JUmSWpj2TOVOGFR/AfbufjmSpFamfYUQEb8AfkWZqbwUOL5HNUmSGpjJLaPnATcAmwPXZ+ayVTxfktRHZrK43bZAAicBZ0fEbr0pSZLUwkyuEHYGts3MJQAR8cbelCRJamEmVwi/HBcG6wJP601JkqQWZnKFcG1EnA88HNgI2L83JUmSWphJIOwFfAs4AdieEgySpAExk0BYnJmfqcdnR8RPKB3MkqQBMJNAuCcidqQsf70v8MeeVCRJamImncpfpOyBcBBlPsIrelKRJKmJaV8hZOY9wOd7WIskqaGZXCFIkgaYgSBJAgwESVJlIEiSgJkNO31QIuKJwCcy8yUR8XbgJmD9zDyqPj6pTZI0+3p6hRARI8DfAutExHOADTPzOGCDiHjGVG29rEeStHK9vkJ4PfAlypyFFwOLa/s19XzNKdouWdk/tnTpUhYvXjypfeHChd2reBZN9VqGUT9+//zeaRD1LBAi4m+ACzPzroiAsiDebfXhJcCmlN3XJrat1MjISF++eazMIL2WYeP3Tv1kdHR0Ws/r5RXCG4BNahhsD+wCnFMfWw+4FRgD1p7QJklqoGeBkJl7dY4j4jzg3cCLKAvibQOcCdw3RZskqYFZG3aamRcBSyJiP+D2zLxgqrbZqkeStKKeDzsFyMxd69cPTfHYpDZJ0uxzYpokCTAQJEmVgSBJAgwESVJlIEiSAANBklQZCJIkwECQJFUGgiQJMBAkSZWBIEkCDARJUmUgSJIAA0GSVBkIkiTAQJAkVQaCJAkwECRJlYEgSQIMBElSZSBIkgADQZJUGQiSJMBAkCRVBoIkCTAQJEmVgSBJAgwESVJlIEiSAANBklQZCJIkwECQJFUGgiQJMBAkSZWB0AfG7l3auoQZ6bd6JRVrtC5AqzZvjRF+84HtWpcxbY/+5ytblyDpQfAKQZIE9OgKISLWA74MLALOzMyDIuIA4D5gI+ATmblsqrZe1CNJWrVeXSE8E9gXeBLw/Ih4OrBzZn4F+AOwR0Q8dmJbj2qRJE1DT64QMvP7neOIuAp4MXBtbboaOARYf4q2Ex/o3126dCmLFy+e1L5w4cLVL7qBqV7LVPrx9U33tcHgvz6pX/S0U7neOvoNcA9wZ21eAmxKuU1024S2BzQyMtKXbx4rM0ivZaJBfm0w+K9Pg2V0dHRaz+t1p/JrgH8GbgbWrm3rAbeupE2S1EjPAiEidgdOycw/AWcD29aHtgHOBM6aok2S1EhPAiEiDgKOAL4bEVcAzwd+HBH7A5sBx2fmbya29aIWSdL09KpT+XPA56bxvKN68d+XJM2cE9MkSYCBIEmqDARJEmAgSJIqA0GSBBgIkqTKQJAkAQaC1FPLlvbf7nH9WLO6wx3TpB6aPzLC+Tvv0rqMGdnlgvNbl6BGvEKQJAEGgiSpMhAkSYCBIEmqDARJEmAgSJIqA0GSBBgIkqTKQJAkAQaCJKkyECRJgIEgSaoMBEkP2r333Ne6hBnrx5pni6udSnrQ1lhzAUe9/dTWZczIP3zi71qXMGd5hSBJAgwESVJlIEiSAANBklQZCJIkwECQJFUGgiQJMBAkSZWBIEkCDARJUmUgSJIAA0GSVBkIkiRgjqx2GhFvB24C1s/Mo1rXI0nDqPkVQkQ8B9gwM48DNoiIZ7SuSZKG0byxsbGmBUTER4DFmXlcRPwP4MmZ+b6pnjs6Onoz8OtZLVCS+t9jFi1atPGqnjQXbhltBNxWj5cAm67sidN5QZKkB6f5LSPgZmDterwecGvDWiRpaM2FQDgdeHI93gY4s2EtkjS0mvchAETEe4AbgYdn5idb1yNJw2hOBIIkqb25cMtIkjQHGAiSJMBAkCRVBsKQi4gNW9fQTRGx84Tz3VvVopmJiM0nnD+uVS3Dai5MTJtTIuIRmfnH1nV0U0R8Blh3iocWAJsAL5zdirovIrYE3go8PSKuq83zgYXAKc0K67KIeB/wgcwcmNEgEbEFsDXwwojoDDufD7wNeFmzwnosIjbIzNtW/czZYyBM9pmIOAc4JTNvb11Ml4wCF1Nmgr8NOBq4qz72qlZFdVNm/jYijgKeDfyoNo8BAxXuwAaUIL8XICKelJlXtS1ptd0IvBJ4IrC0to0BX2lWUY9ExInAB4GXAvtExCmZ+Z7GZd3PQJhsP2BNYPeIeBpwWmae07im1ZKZx3aOI+KKzFxcj9cA/jvwsVa1dVNm/jIingvsUpvmUyY7Htauqq5bBFwSEXcA8yhvopu1LWn11KudT0fEMZnZ+aAyqLeMTgVuB94APAWYU7c0DYTJHke5zfAG4BfAWES8Dbg6M89uWll33BQRpwF3A9sDxzSup9ueRrkiAnhEy0J65ODMvKJzEhH/rWUxqysizgJeWEPhrIgYo1z9zAO2Ah7Tsr4eWJfyO3cIEPXr15tWNI6BMNmlwGeBV2fm7wAi4kLgOuDRLQvrhsz8XkScSwm93wN/blxStx2amXd3TiJi0G477BQR+2bmP0bESynfw76VmbuNOz0oM6/snETEVg1K6qnM/ALwBbi/D2HHxiWtwECY7P0Tl8/IzLsj4hWtCuqmiHgRpaNurdq0NctvsQyCo+unTIB1gIe2LKYHngj8EO4P959QrooGwa0R8SqW/2zuQOnzGhj2IfSf3YD7AyEiNs7MmzPzJw1r6qb3Un4gO/dqFzWspRfOo7xhzgPu7lzlDZBLgLsiYj7wFgYr8E6i3D75az1f0LCWXrEPoc/cFhHfoSzDPQ/YjsH5BAZwPHBOZt4DEBHXN66n2y6lBN7mwGhEfGyuDe1bTZcC7wQ+ClwP7NG2nK76Qb2lAkBEfL9lMT1iH0KfOQ24CLivnj+zYS29sBewb0T8iRJ4WzMAfSPjfBP4NGXo6cMpv3Dvb1pRF2XmdcABnfOIeGrDcrrtuog4GbiT5Z3Kg3Q7k8z8Qn2NtwLr2Ycw932HclWwgPJD+XTgxKYVddf/ysz/7JzUobWD5IeZef/IqTphjYjYMDP7fvOliDgGeAGwjPLz+TBgUGabvwE4EPhLPX9Ww1p6IiK+BCzNzIMj4ikRsXVmfrV1XR0GwmRHUCZwdSY1PaRtOV33v8d1us6nbFna9zOVx9lg3C2/NYCnRMQLKcOJn9e0su4YyczHdk4iYuuGtXTbccDPMrMz6W4Q35+uAq6pxxcBX61/5oRB/B++ui7NzKMj4o3163GtC+qyc1g+k3dDYKeGtfTCGZRftDFK4K1Jmf3at58262S7efX0qjrc9M56/gzg8CaFdd9rgTdExJ8Z3HkIdwBbRsROwNuBnzWuZwUGwmSPqDu4nVvXxLluVX+hn2Tm8eNOfx0RHwCObFVPDyzIzF91TiLiU5n5VuDX7UpabQdS6u8s6zB+ZNh2s19Oz7xp/DIcgzgPAfgGpQ9ob+BC4Itty1mRgTDZWsAHM3MZ8PjWxXRbRFwB3EL5BLaAcsXQ92pfwRHAthGxL+X1jbF81nI/e1Nm3gmlEzkzL6vH8+jz230RcUhmfqaebj+hk/yplAULB8kTgZ9k5lER8fzWxUxkIEy2Acsvzwdl8bDxXp2ZV7cuotvq4nZ7AFtl5s877Z1O5X6WmXfW17E3sGNEXF4f6gTCGc2KW32/GHe8A+X++r2NapkN7wU+XI8vBI4FXt2unBUZCJMtAi4dpMXDJli7XiVsCCRlqYfLGtfUFZk5FhFfmtBp/jDKJ82+VgPvXEqfyF3AwZTVQPdqWthqyszvjTs9LDM7w72JiEFYO2yib4/7fduIOTas3UCYbKAWD5vCPpTFxG6ss13fDAxEIFTvycyL4P7NfwZmPf3MvDQiXk/pTziYsjTH3sD/aVrYaqhj8h8x7rxzOA94FDBov383RsRXgfUoV0TvbFvOigyEyR5aP5lsAvw78K7G9XTb5Zl5I0BmLouIgRrF0QmD6i+UN8wvNyqnFy6esJz5m1oW0wWfA86rfXYriIhBW1aFzPxhRJwHbAzcPn4hxrnAQJjs65ThYOdTPqEcDHyoaUWrKSKeQvnh+zXw57r89T2UvQI+0rS4LouIXwC/onzCXEpZqmOQbBYRrwH+RFlSZQvg821LevAy89wHeGwQBgSsICKOBq7KzCMj4vl1wuRJrevqMBAmOzUzv1uP74iIQZg6fzhl6CKUMfpnUfpGrqO8sQyS5wE3UNYyun6qT5597uPA6ynzKq6mzz+sDKHFmXkkQGb+oK5WayDMJRFxEqWDB2CdiLiU5dPnf9mmqq76JjA/Ih5N6YQ8kbKO/rqUxdGOblhbt20LnAvcTLkaOjwzz2pcU9fUWbyDtqnR/TpLjETEepk5aB9WAO6JiB0pAwP2ZY5t8WogFMcCZ3dWAB2vdrz2u+Mpt76eQNkYZyHLh9Zuy2AFws7Atpm5BCAi3ti4Hk1TZ50fys/q9nNtnZ8u+SJlYtp2lFnK72tbzooMhGLrcctB70MZrtjR95Nj6j61hwNExA6Z+R+dxyJi02aF9cYvx4XBugzefg+DbE6v89MlnVt911DeZw4EPtG0onEMhOLn4463Z/nkmHkM1gYkjA+Det7XWzBO4dqIuABYnzIHod9H4QyTOb3OT5e8GbiS8t6yIct3h5sTDITi9RHx9nq8Fit+qhykvQIGXmaeGxE/pAzru7lu3q7+MH6dnx9R9x4eMPt3liEBiIijWhYzkYFQDM1Y6PFr4dTzXTLz/JY1dVsNgZta16EHZRS4gvIJ+kDGbWc7IN46bvLd2sCTG9YyiYHAcIyFXslaOPMpe0j37dLQGihnUiaDLqnnT2pYSy/dDNwN7Am8u3EtKzAQhsS4tXAWUBbV6qwG+qWmhXVZRFwGLPJWUV+6ODPvXxkgIjZvWUyPPJIyGfRi4LPAjpTfxznBQBgidS2cK4GDKLOUL6N8Ihsk3wN2j4jOdpl/k5n/3LIgTdslEfFxlm/+sw3wqob19MJi4G2UneG+EhFzZoQRGAjD6JOUxdFOpiyOdih9vDjaFDqbqnRWzdymVSGasXcB/8LySaFLV/7UvnU2ZYXTN9T+yd80rmcFBsLwGbTF0SY6kBJ0T6CM9/5r23I0Aydk5umdk4i4tmUxvZCZ1wKd1zXKHNvAyUAYPgO1ONoU9gLeQplLsgbwLcpwRs19u0bEq4DOnsqbA/HAf0XdZCAMn/GLo10FfLBtOV23SWbeP5QvIvZvWYxm5FPA+Z1NcgZtyHc/GIR1ejQza1BmSp5ACYSD25bTdX+tew0TEY+nrG2kOSoixm9gdA+wU0TsHBE7A7u2qWp4eYUwfM6nrODaubf+WAZr8s85wLkRsZDSYXfgKp6vth417viNlJ/Nzp7KDgiYZQbC8LkwMw/tnAzCJvTjZeaVlD0R1Acy87PjTj+amVcB1Ku8HdtUNbwMhOGzTkR8Eri9nm9Ln2/Urv5WP5Q8D3hORPyoNs8HXofhPqsMhOGTlLViOuP0B3Gst/pInUV/J+VnsrNPxzLgHe2qGk7zxsac4a/BUfd3eC7wEMqbyw6Z+ba2VWk6ImL+AG552le8QtCgOY3SsXxXPd+kYS2aAcOgPQNhyETEEzLzZ+POn5KZP21ZU5d9OzM/3Dmp+0irD3X2V25dxzAxEIbEIHfcRcRngHXr6SMi4mTKAmnzKGsb7dKqNj2wCd+78RZQru5eOLsVDTcDYUgMeMfdf1D24J2qg/yZs1yLZmaUshT0EsoqoEez/HbfoK10OufZqTxk6i2Uh2TmzyLi2ZTF7gbm3m1E7JmZJ407f/f4W0iauyJiv8z8cj1eAzgtM3drXNZQ8Qph+BwFfIaygfnVlO1D+342b70l9n+B7SPiQMpV0Dzg900L00zcFBGnUa70dgCOaVzP0DEQhs+JmXlOPV4GvKBlMd1Sb4ntCzxxfCd5RDxq5X9Lc0lmfq/u6rcQ+ENmXt+6pmHjLaMhUxcT24WyfeZLgKMz84i2VXVPROxOeV0LOk2ZuVPDkjRNEfEhYPPM3C8iXgIsy8wzWtc1TLxCGDKZ+Z2IuBB4PPCxzLypdU1d9iTKrYbHUDosX9y2HM3APcCJAJl5WkRcAxgIs8jlr4dM/RT28cy8FHh6RLyodU1dthFlJNWjgacAB7QtRzPwK2DNiNgiIj4N3NG4nqFjIAyfeyh7IZCZpwFzapPvLvgqJRSOoQw5HbTXN8hOo+yBcAxlQMDLm1YzhLxlNHx+BawVEVsAhzF4n8JupLyRvJJyy+iEtuVoujLzloj4GMvXoXo28O22VQ0XrxCGz8RPYa9oWk33nUnpUP42Jeze07YcTVdEnAGcChxb/3yobUXDxyuEIRARj+x0HmfmLcChq/gr/ezyzLw/BCLilfXrOpn5l3ZlaRquzcxDOicR8diGtQwlh50OgYg4HtgnM8ci4nLKJ+fOfgjLgN8BJ2fmd1rV2C0R8XngbuBWypXCTsAFlPkJ/7NlbZosIvZm+RDhbYDrKetQgUuXzzqvEIZAZu497vTvM/M3E59Td1Hr+0AArgUuo8yzADi3fl3SphytwtOBayizkxfXts5aW74/zTL/hw+fzSLiS5SVJP8deFdm3kZZxqLvZeYnV/LQ+bNaiKbrHZl5D0BErAusnZk3RcSTgK+1LW342Kk8fL5OWc9oZ+BI4GCAzPx/LYvScOqEQXUiy5cqvwP44OxXNNwMhOFzamZ+NzPvyMyrgT+2Lkiq/jUzv1mPf0cZOqxZ5C2jIRARJ1EmawGsExGXAp0RN79sU1XvRcTGwI8onzQvzMxfNy5JD2x+RLyD0t/zasoQac0iA2E4HAucPeHyfBjcBrw3M09yCOPcl5nHRcQ2lPWoDqZMotQsctjpkImIrYBPU4b4XUbp1PtV06K6KCKeCWyXmcdExAuBS2qnuea4iNiRshz7AspIox0z8yVtqxou9iEMn8OAD1M+hR0E7Nm2nK47hOU/19/HkSr9ZE/KsOGbgAtxZNisMxCGz79l5sWZ+dfMvBl4aOuCuuxUlveLPBV4WsNaNDNLKPsrr0O53fd3bcsZPvYhDJ+16jyEP1PeLAdtvfkbgEMi4jDK8tcHNa5H03cBZTj0N4AjKOtSaRbZhzCEIuIJwPbANZl5Vet6ui0i5gEbA7cAD8vM2xuXpGmIiK0p/T+nRMTzKCPD7m1d1zDxCmEIZebPgJ+1rqNbIuJIym2GqTwBeM4slqMH72PAv9XjS4CvAK9pV87wMRA0CC6mLMNx3xSP2YfQP06hdChDWVrlBQ1rGUoGwpCLiF0z87zWdayms2sH+SQRsdFU7ZqT/gi8JiL2pHQof7hxPUPHQBgSEbGAsuH8dZm5uLY9CvgkZTROP/tGROyRmbfV5b3vBO6ljGXfgnLbSHPfX4G3AVsB/9TZw0Ozx0AYHl+mvPE/PCJeShmB827gXU2r6o61gMdQhiq+NjOv6DwQEZs2q0oz9c7M3I0yGICI2HhlV37qDQNheNyamdtFxPqUST/XAc8dkE9hxwGd0VJPA64Y99jTKXMTNPfdFhHfoWxuNA/YDvuAZpWBMDxuiIg1KZflXwT+FSAiXpeZxzatbPWdCny6DqfdMiL2qe3zKLcfDIT+cBpwEcsHBzyzYS1DyXkIQyIi/gL8geW7UY3V4w0z82HNCuuyiHhuZl447vxxmTmwK7pK3WQgDImI2CkzL5qifcfMvLRFTZLmFgNBkgS4uJ0kqTIQJEmAgSD1REQ8LCIe3roOaSYMBKk3PgAYCOordiprKEXEQykbua8PPBl4NPADYBfgh8Dja/trKGv03w08GzicsrLqZylbkN6Wme+b8G9vCpxMWazteuBzlC1L7wKOBr4OvBG4BtgdeGNmnh8Re1E2LNodOCAzb+nRy5em5BWChtUBlL17F1N26robOIuy3tOPKRP4nlWf+6w6ee+rwKcy86eUUDiUciWwgsz8PWUm+MmZeQJwNrA5sBFlQuDplKU2/omy5ecHI+LJlGW6fw9cTgkQaVYZCBpW2wD/mZlnZuabgJspy3vcR5kp2znenrK7HMBPgW3r8R2ZeXd9zqocTtnL+kXAGZk5RrmyWAb8iLIA30LgplrPv9R2aVYZCBpW1wH/GBELImJnYL2VPO8alq+nsw7lNtF0jAHzImJ+Zo4CGwIPHbcD2IL69eHAaK3n9RGxUURsgmv4qAEDQcPqaMr9+usoC+A9Evjb+tgzgR0jYv3MvBI4IyLeD+wPvKOumbSw3uZZmcspt5M2rOcnsOKaSo+LiL2B/SirfI4C36Is0vduZ4+rBTuVpR6q+zuvAbwlMz8+rv28zNy1WWHSFLxCkHrr5ZSO63M7DRHxLGCzukGRNGd4hSCthoh4GrDrhOZfZua3GpQjrRYDQZIEeMtIklQZCJIkwECQJFUGgiQJMBAkSdV/ATrQcY2u0+NkAAAAAElFTkSuQmCC\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"330.135312pt\" version=\"1.1\" viewBox=\"0 0 387.782812 330.135312\" width=\"387.782812pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 330.135312 \n",
       "L 387.782812 330.135312 \n",
       "L 387.782812 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 42.282813 228.14 \n",
       "L 377.082813 228.14 \n",
       "L 377.082813 10.7 \n",
       "L 42.282813 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"text_1\">\n",
       "      <!-- library -->\n",
       "      <defs>\n",
       "       <path d=\"M 18.5 69.4375 \n",
       "L 18.5 10.109375 \n",
       "Q 18.5 5.90625 19.109375 4.53125 \n",
       "Q 19.734375 3.171875 21 2.46875 \n",
       "Q 22.265625 1.765625 25.734375 1.765625 \n",
       "L 25.734375 0 \n",
       "L 3.8125 0 \n",
       "L 3.8125 1.765625 \n",
       "Q 6.890625 1.765625 8 2.390625 \n",
       "Q 9.125 3.03125 9.765625 4.484375 \n",
       "Q 10.40625 5.953125 10.40625 10.109375 \n",
       "L 10.40625 50.734375 \n",
       "Q 10.40625 58.296875 10.0625 60.03125 \n",
       "Q 9.71875 61.765625 8.953125 62.390625 \n",
       "Q 8.203125 63.03125 7.03125 63.03125 \n",
       "Q 5.765625 63.03125 3.8125 62.25 \n",
       "L 2.984375 63.96875 \n",
       "L 16.3125 69.4375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6c\"/>\n",
       "       <path d=\"M 14.5 69.4375 \n",
       "Q 16.546875 69.4375 17.984375 67.984375 \n",
       "Q 19.4375 66.546875 19.4375 64.5 \n",
       "Q 19.4375 62.453125 17.984375 60.984375 \n",
       "Q 16.546875 59.515625 14.5 59.515625 \n",
       "Q 12.453125 59.515625 10.984375 60.984375 \n",
       "Q 9.515625 62.453125 9.515625 64.5 \n",
       "Q 9.515625 66.546875 10.953125 67.984375 \n",
       "Q 12.40625 69.4375 14.5 69.4375 \n",
       "z\n",
       "M 18.5625 46.046875 \n",
       "L 18.5625 10.109375 \n",
       "Q 18.5625 5.90625 19.171875 4.515625 \n",
       "Q 19.78125 3.125 20.96875 2.4375 \n",
       "Q 22.171875 1.765625 25.34375 1.765625 \n",
       "L 25.34375 0 \n",
       "L 3.609375 0 \n",
       "L 3.609375 1.765625 \n",
       "Q 6.890625 1.765625 8 2.390625 \n",
       "Q 9.125 3.03125 9.78125 4.484375 \n",
       "Q 10.453125 5.953125 10.453125 10.109375 \n",
       "L 10.453125 27.34375 \n",
       "Q 10.453125 34.625 10.015625 36.765625 \n",
       "Q 9.671875 38.328125 8.9375 38.9375 \n",
       "Q 8.203125 39.546875 6.9375 39.546875 \n",
       "Q 5.5625 39.546875 3.609375 38.8125 \n",
       "L 2.9375 40.578125 \n",
       "L 16.40625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-69\"/>\n",
       "       <path d=\"M 15.375 37.015625 \n",
       "Q 21.875 46.046875 29.390625 46.046875 \n",
       "Q 36.28125 46.046875 41.40625 40.15625 \n",
       "Q 46.53125 34.28125 46.53125 24.078125 \n",
       "Q 46.53125 12.15625 38.625 4.890625 \n",
       "Q 31.84375 -1.375 23.484375 -1.375 \n",
       "Q 19.578125 -1.375 15.546875 0.046875 \n",
       "Q 11.53125 1.46875 7.328125 4.296875 \n",
       "L 7.328125 50.640625 \n",
       "Q 7.328125 58.25 6.953125 60 \n",
       "Q 6.59375 61.765625 5.8125 62.390625 \n",
       "Q 5.03125 63.03125 3.859375 63.03125 \n",
       "Q 2.484375 63.03125 0.4375 62.25 \n",
       "L -0.25 63.96875 \n",
       "L 13.1875 69.4375 \n",
       "L 15.375 69.4375 \n",
       "z\n",
       "M 15.375 33.890625 \n",
       "L 15.375 7.125 \n",
       "Q 17.875 4.6875 20.53125 3.4375 \n",
       "Q 23.1875 2.203125 25.984375 2.203125 \n",
       "Q 30.421875 2.203125 34.25 7.078125 \n",
       "Q 38.09375 11.96875 38.09375 21.296875 \n",
       "Q 38.09375 29.890625 34.25 34.5 \n",
       "Q 30.421875 39.109375 25.53125 39.109375 \n",
       "Q 22.953125 39.109375 20.359375 37.796875 \n",
       "Q 18.40625 36.8125 15.375 33.890625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-62\"/>\n",
       "       <path d=\"M 16.21875 46.046875 \n",
       "L 16.21875 35.984375 \n",
       "Q 21.828125 46.046875 27.734375 46.046875 \n",
       "Q 30.421875 46.046875 32.171875 44.40625 \n",
       "Q 33.9375 42.78125 33.9375 40.625 \n",
       "Q 33.9375 38.71875 32.65625 37.390625 \n",
       "Q 31.390625 36.078125 29.640625 36.078125 \n",
       "Q 27.9375 36.078125 25.8125 37.765625 \n",
       "Q 23.6875 39.453125 22.65625 39.453125 \n",
       "Q 21.78125 39.453125 20.75 38.484375 \n",
       "Q 18.5625 36.46875 16.21875 31.890625 \n",
       "L 16.21875 10.453125 \n",
       "Q 16.21875 6.734375 17.140625 4.828125 \n",
       "Q 17.78125 3.515625 19.390625 2.640625 \n",
       "Q 21 1.765625 24.03125 1.765625 \n",
       "L 24.03125 0 \n",
       "L 1.125 0 \n",
       "L 1.125 1.765625 \n",
       "Q 4.546875 1.765625 6.203125 2.828125 \n",
       "Q 7.421875 3.609375 7.90625 5.328125 \n",
       "Q 8.15625 6.15625 8.15625 10.0625 \n",
       "L 8.15625 27.390625 \n",
       "Q 8.15625 35.203125 7.828125 36.6875 \n",
       "Q 7.515625 38.1875 6.65625 38.859375 \n",
       "Q 5.8125 39.546875 4.546875 39.546875 \n",
       "Q 3.03125 39.546875 1.125 38.8125 \n",
       "L 0.640625 40.578125 \n",
       "L 14.15625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-72\"/>\n",
       "       <path d=\"M 28.46875 6.453125 \n",
       "Q 21.578125 1.125 19.828125 0.296875 \n",
       "Q 17.1875 -0.921875 14.203125 -0.921875 \n",
       "Q 9.578125 -0.921875 6.5625 2.25 \n",
       "Q 3.5625 5.421875 3.5625 10.59375 \n",
       "Q 3.5625 13.875 5.03125 16.265625 \n",
       "Q 7.03125 19.578125 11.984375 22.5 \n",
       "Q 16.9375 25.4375 28.46875 29.640625 \n",
       "L 28.46875 31.390625 \n",
       "Q 28.46875 38.09375 26.34375 40.578125 \n",
       "Q 24.21875 43.0625 20.171875 43.0625 \n",
       "Q 17.09375 43.0625 15.28125 41.40625 \n",
       "Q 13.421875 39.75 13.421875 37.59375 \n",
       "L 13.53125 34.765625 \n",
       "Q 13.53125 32.515625 12.375 31.296875 \n",
       "Q 11.234375 30.078125 9.375 30.078125 \n",
       "Q 7.5625 30.078125 6.421875 31.34375 \n",
       "Q 5.28125 32.625 5.28125 34.8125 \n",
       "Q 5.28125 39.015625 9.578125 42.53125 \n",
       "Q 13.875 46.046875 21.625 46.046875 \n",
       "Q 27.59375 46.046875 31.390625 44.046875 \n",
       "Q 34.28125 42.53125 35.640625 39.3125 \n",
       "Q 36.53125 37.203125 36.53125 30.71875 \n",
       "L 36.53125 15.53125 \n",
       "Q 36.53125 9.125 36.765625 7.6875 \n",
       "Q 37.015625 6.25 37.578125 5.765625 \n",
       "Q 38.140625 5.28125 38.875 5.28125 \n",
       "Q 39.65625 5.28125 40.234375 5.609375 \n",
       "Q 41.265625 6.25 44.1875 9.1875 \n",
       "L 44.1875 6.453125 \n",
       "Q 38.71875 -0.875 33.734375 -0.875 \n",
       "Q 31.34375 -0.875 29.921875 0.78125 \n",
       "Q 28.515625 2.4375 28.46875 6.453125 \n",
       "z\n",
       "M 28.46875 9.625 \n",
       "L 28.46875 26.65625 \n",
       "Q 21.09375 23.734375 18.953125 22.515625 \n",
       "Q 15.09375 20.359375 13.421875 18.015625 \n",
       "Q 11.765625 15.671875 11.765625 12.890625 \n",
       "Q 11.765625 9.375 13.859375 7.046875 \n",
       "Q 15.96875 4.734375 18.703125 4.734375 \n",
       "Q 22.40625 4.734375 28.46875 9.625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-61\"/>\n",
       "       <path d=\"M 0.59375 44.734375 \n",
       "L 21.4375 44.734375 \n",
       "L 21.4375 42.921875 \n",
       "L 20.40625 42.921875 \n",
       "Q 18.21875 42.921875 17.109375 41.96875 \n",
       "Q 16.015625 41.015625 16.015625 39.59375 \n",
       "Q 16.015625 37.703125 17.625 34.328125 \n",
       "L 28.515625 11.765625 \n",
       "L 38.53125 36.46875 \n",
       "Q 39.359375 38.484375 39.359375 40.4375 \n",
       "Q 39.359375 41.3125 39.015625 41.75 \n",
       "Q 38.625 42.28125 37.796875 42.59375 \n",
       "Q 36.96875 42.921875 34.859375 42.921875 \n",
       "L 34.859375 44.734375 \n",
       "L 49.421875 44.734375 \n",
       "L 49.421875 42.921875 \n",
       "Q 47.609375 42.71875 46.625 42.125 \n",
       "Q 45.65625 41.546875 44.484375 39.9375 \n",
       "Q 44.046875 39.265625 42.828125 36.1875 \n",
       "L 24.609375 -8.453125 \n",
       "Q 21.96875 -14.9375 17.6875 -18.25 \n",
       "Q 13.421875 -21.578125 9.46875 -21.578125 \n",
       "Q 6.59375 -21.578125 4.734375 -19.921875 \n",
       "Q 2.875 -18.265625 2.875 -16.109375 \n",
       "Q 2.875 -14.0625 4.21875 -12.8125 \n",
       "Q 5.5625 -11.578125 7.90625 -11.578125 \n",
       "Q 9.515625 -11.578125 12.3125 -12.640625 \n",
       "Q 14.265625 -13.375 14.75 -13.375 \n",
       "Q 16.21875 -13.375 17.9375 -11.859375 \n",
       "Q 19.671875 -10.359375 21.4375 -6 \n",
       "L 24.609375 1.765625 \n",
       "L 8.546875 35.5 \n",
       "Q 7.8125 37.015625 6.203125 39.265625 \n",
       "Q 4.984375 40.96875 4.203125 41.546875 \n",
       "Q 3.078125 42.328125 0.59375 42.921875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-79\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(72.575781 261.794688)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"55.566406\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "       <use x=\"105.566406\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"138.867188\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"183.251953\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"216.552734\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"text_2\">\n",
       "      <!-- R object not found -->\n",
       "      <defs>\n",
       "       <path d=\"M 67.578125 0 \n",
       "L 49.90625 0 \n",
       "L 27.484375 30.953125 \n",
       "Q 25 30.859375 23.4375 30.859375 \n",
       "Q 22.796875 30.859375 22.0625 30.875 \n",
       "Q 21.34375 30.90625 20.5625 30.953125 \n",
       "L 20.5625 11.71875 \n",
       "Q 20.5625 5.46875 21.921875 3.953125 \n",
       "Q 23.78125 1.8125 27.484375 1.8125 \n",
       "L 30.078125 1.8125 \n",
       "L 30.078125 0 \n",
       "L 1.703125 0 \n",
       "L 1.703125 1.8125 \n",
       "L 4.203125 1.8125 \n",
       "Q 8.40625 1.8125 10.203125 4.546875 \n",
       "Q 11.234375 6.0625 11.234375 11.71875 \n",
       "L 11.234375 54.5 \n",
       "Q 11.234375 60.75 9.859375 62.25 \n",
       "Q 7.953125 64.40625 4.203125 64.40625 \n",
       "L 1.703125 64.40625 \n",
       "L 1.703125 66.21875 \n",
       "L 25.828125 66.21875 \n",
       "Q 36.375 66.21875 41.375 64.671875 \n",
       "Q 46.390625 63.140625 49.875 59.015625 \n",
       "Q 53.375 54.890625 53.375 49.171875 \n",
       "Q 53.375 43.0625 49.390625 38.5625 \n",
       "Q 45.40625 34.078125 37.0625 32.234375 \n",
       "L 50.734375 13.234375 \n",
       "Q 55.421875 6.6875 58.78125 4.53125 \n",
       "Q 62.15625 2.390625 67.578125 1.8125 \n",
       "z\n",
       "M 20.5625 34.03125 \n",
       "Q 21.484375 34.03125 22.171875 34 \n",
       "Q 22.859375 33.984375 23.296875 33.984375 \n",
       "Q 32.765625 33.984375 37.578125 38.078125 \n",
       "Q 42.390625 42.1875 42.390625 48.53125 \n",
       "Q 42.390625 54.734375 38.5 58.609375 \n",
       "Q 34.625 62.5 28.21875 62.5 \n",
       "Q 25.390625 62.5 20.5625 61.578125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-52\"/>\n",
       "       <path id=\"TimesNewRomanPSMT-20\"/>\n",
       "       <path d=\"M 25 46.046875 \n",
       "Q 35.15625 46.046875 41.3125 38.328125 \n",
       "Q 46.53125 31.734375 46.53125 23.1875 \n",
       "Q 46.53125 17.1875 43.640625 11.03125 \n",
       "Q 40.765625 4.890625 35.71875 1.75 \n",
       "Q 30.671875 -1.375 24.46875 -1.375 \n",
       "Q 14.359375 -1.375 8.40625 6.6875 \n",
       "Q 3.375 13.484375 3.375 21.921875 \n",
       "Q 3.375 28.078125 6.421875 34.15625 \n",
       "Q 9.46875 40.234375 14.453125 43.140625 \n",
       "Q 19.4375 46.046875 25 46.046875 \n",
       "z\n",
       "M 23.484375 42.875 \n",
       "Q 20.90625 42.875 18.28125 41.328125 \n",
       "Q 15.671875 39.796875 14.0625 35.9375 \n",
       "Q 12.453125 32.078125 12.453125 26.03125 \n",
       "Q 12.453125 16.265625 16.328125 9.171875 \n",
       "Q 20.21875 2.09375 26.5625 2.09375 \n",
       "Q 31.296875 2.09375 34.375 6 \n",
       "Q 37.453125 9.90625 37.453125 19.4375 \n",
       "Q 37.453125 31.34375 32.328125 38.1875 \n",
       "Q 28.859375 42.875 23.484375 42.875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6f\"/>\n",
       "       <path d=\"M 14.453125 69.484375 \n",
       "Q 16.546875 69.484375 18.015625 68.015625 \n",
       "Q 19.484375 66.546875 19.484375 64.453125 \n",
       "Q 19.484375 62.40625 18.015625 60.9375 \n",
       "Q 16.546875 59.46875 14.453125 59.46875 \n",
       "Q 12.40625 59.46875 10.9375 60.9375 \n",
       "Q 9.46875 62.40625 9.46875 64.453125 \n",
       "Q 9.46875 66.546875 10.9375 68.015625 \n",
       "Q 12.40625 69.484375 14.453125 69.484375 \n",
       "z\n",
       "M 18.65625 46.046875 \n",
       "L 18.65625 1.03125 \n",
       "Q 18.65625 -10.453125 13.765625 -16.015625 \n",
       "Q 8.890625 -21.578125 1.078125 -21.578125 \n",
       "Q -3.375 -21.578125 -5.515625 -19.96875 \n",
       "Q -7.671875 -18.359375 -7.671875 -16.65625 \n",
       "Q -7.671875 -14.9375 -6.46875 -13.71875 \n",
       "Q -5.28125 -12.5 -3.65625 -12.5 \n",
       "Q -2.390625 -12.5 -1.078125 -13.140625 \n",
       "Q -0.25 -13.484375 2.125 -15.59375 \n",
       "Q 4.5 -17.71875 6.109375 -17.71875 \n",
       "Q 7.28125 -17.71875 8.390625 -16.8125 \n",
       "Q 9.515625 -15.921875 10.046875 -13.796875 \n",
       "Q 10.59375 -11.671875 10.59375 -4.59375 \n",
       "L 10.59375 27.25 \n",
       "Q 10.59375 34.625 10.15625 36.71875 \n",
       "Q 9.8125 38.328125 9.078125 38.9375 \n",
       "Q 8.34375 39.546875 7.078125 39.546875 \n",
       "Q 5.71875 39.546875 3.765625 38.8125 \n",
       "L 3.078125 40.578125 \n",
       "L 16.546875 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6a\"/>\n",
       "       <path d=\"M 10.640625 27.875 \n",
       "Q 10.59375 17.921875 15.484375 12.25 \n",
       "Q 20.359375 6.59375 26.953125 6.59375 \n",
       "Q 31.34375 6.59375 34.59375 9 \n",
       "Q 37.84375 11.421875 40.046875 17.28125 \n",
       "L 41.546875 16.3125 \n",
       "Q 40.53125 9.625 35.59375 4.125 \n",
       "Q 30.671875 -1.375 23.25 -1.375 \n",
       "Q 15.1875 -1.375 9.453125 4.90625 \n",
       "Q 3.71875 11.1875 3.71875 21.78125 \n",
       "Q 3.71875 33.25 9.59375 39.671875 \n",
       "Q 15.484375 46.09375 24.359375 46.09375 \n",
       "Q 31.890625 46.09375 36.71875 41.140625 \n",
       "Q 41.546875 36.1875 41.546875 27.875 \n",
       "z\n",
       "M 10.640625 30.71875 \n",
       "L 31.34375 30.71875 \n",
       "Q 31.109375 35.015625 30.328125 36.765625 \n",
       "Q 29.109375 39.5 26.6875 41.0625 \n",
       "Q 24.265625 42.625 21.625 42.625 \n",
       "Q 17.578125 42.625 14.375 39.46875 \n",
       "Q 11.1875 36.328125 10.640625 30.71875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-65\"/>\n",
       "       <path d=\"M 41.109375 17 \n",
       "Q 39.3125 8.15625 34.03125 3.390625 \n",
       "Q 28.765625 -1.375 22.359375 -1.375 \n",
       "Q 14.75 -1.375 9.078125 5.015625 \n",
       "Q 3.421875 11.421875 3.421875 22.3125 \n",
       "Q 3.421875 32.859375 9.6875 39.453125 \n",
       "Q 15.96875 46.046875 24.75 46.046875 \n",
       "Q 31.34375 46.046875 35.59375 42.546875 \n",
       "Q 39.84375 39.0625 39.84375 35.296875 \n",
       "Q 39.84375 33.453125 38.640625 32.296875 \n",
       "Q 37.453125 31.15625 35.296875 31.15625 \n",
       "Q 32.421875 31.15625 30.953125 33.015625 \n",
       "Q 30.125 34.03125 29.859375 36.90625 \n",
       "Q 29.59375 39.796875 27.875 41.3125 \n",
       "Q 26.171875 42.78125 23.140625 42.78125 \n",
       "Q 18.265625 42.78125 15.28125 39.15625 \n",
       "Q 11.328125 34.375 11.328125 26.515625 \n",
       "Q 11.328125 18.5 15.25 12.375 \n",
       "Q 19.1875 6.25 25.875 6.25 \n",
       "Q 30.671875 6.25 34.46875 9.515625 \n",
       "Q 37.15625 11.765625 39.703125 17.671875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-63\"/>\n",
       "       <path d=\"M 16.109375 59.421875 \n",
       "L 16.109375 44.734375 \n",
       "L 26.5625 44.734375 \n",
       "L 26.5625 41.3125 \n",
       "L 16.109375 41.3125 \n",
       "L 16.109375 12.3125 \n",
       "Q 16.109375 7.953125 17.359375 6.4375 \n",
       "Q 18.609375 4.9375 20.5625 4.9375 \n",
       "Q 22.171875 4.9375 23.6875 5.9375 \n",
       "Q 25.203125 6.9375 26.03125 8.890625 \n",
       "L 27.9375 8.890625 \n",
       "Q 26.21875 4.109375 23.09375 1.6875 \n",
       "Q 19.96875 -0.734375 16.65625 -0.734375 \n",
       "Q 14.40625 -0.734375 12.25 0.515625 \n",
       "Q 10.109375 1.765625 9.078125 4.078125 \n",
       "Q 8.0625 6.390625 8.0625 11.234375 \n",
       "L 8.0625 41.3125 \n",
       "L 0.984375 41.3125 \n",
       "L 0.984375 42.921875 \n",
       "Q 3.65625 44 6.46875 46.5625 \n",
       "Q 9.28125 49.125 11.46875 52.640625 \n",
       "Q 12.59375 54.5 14.59375 59.421875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-74\"/>\n",
       "       <path d=\"M 16.15625 36.578125 \n",
       "Q 24.03125 46.046875 31.15625 46.046875 \n",
       "Q 34.8125 46.046875 37.453125 44.21875 \n",
       "Q 40.09375 42.390625 41.65625 38.1875 \n",
       "Q 42.71875 35.25 42.71875 29.203125 \n",
       "L 42.71875 10.109375 \n",
       "Q 42.71875 5.859375 43.40625 4.34375 \n",
       "Q 43.953125 3.125 45.140625 2.4375 \n",
       "Q 46.34375 1.765625 49.5625 1.765625 \n",
       "L 49.5625 0 \n",
       "L 27.4375 0 \n",
       "L 27.4375 1.765625 \n",
       "L 28.375 1.765625 \n",
       "Q 31.5 1.765625 32.734375 2.703125 \n",
       "Q 33.984375 3.65625 34.46875 5.515625 \n",
       "Q 34.671875 6.25 34.671875 10.109375 \n",
       "L 34.671875 28.421875 \n",
       "Q 34.671875 34.515625 33.078125 37.28125 \n",
       "Q 31.5 40.046875 27.734375 40.046875 \n",
       "Q 21.921875 40.046875 16.15625 33.6875 \n",
       "L 16.15625 10.109375 \n",
       "Q 16.15625 5.5625 16.703125 4.5 \n",
       "Q 17.390625 3.078125 18.578125 2.421875 \n",
       "Q 19.78125 1.765625 23.4375 1.765625 \n",
       "L 23.4375 0 \n",
       "L 1.3125 0 \n",
       "L 1.3125 1.765625 \n",
       "L 2.296875 1.765625 \n",
       "Q 5.71875 1.765625 6.90625 3.484375 \n",
       "Q 8.109375 5.21875 8.109375 10.109375 \n",
       "L 8.109375 26.703125 \n",
       "Q 8.109375 34.765625 7.734375 36.515625 \n",
       "Q 7.375 38.28125 6.609375 38.90625 \n",
       "Q 5.859375 39.546875 4.59375 39.546875 \n",
       "Q 3.21875 39.546875 1.3125 38.8125 \n",
       "L 0.59375 40.578125 \n",
       "L 14.0625 46.046875 \n",
       "L 16.15625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6e\"/>\n",
       "       <path d=\"M 20.609375 41.21875 \n",
       "L 20.609375 11.8125 \n",
       "Q 20.609375 5.5625 21.96875 3.90625 \n",
       "Q 23.78125 1.765625 26.8125 1.765625 \n",
       "L 30.859375 1.765625 \n",
       "L 30.859375 0 \n",
       "L 4.15625 0 \n",
       "L 4.15625 1.765625 \n",
       "L 6.15625 1.765625 \n",
       "Q 8.109375 1.765625 9.71875 2.734375 \n",
       "Q 11.328125 3.71875 11.9375 5.375 \n",
       "Q 12.546875 7.03125 12.546875 11.8125 \n",
       "L 12.546875 41.21875 \n",
       "L 3.859375 41.21875 \n",
       "L 3.859375 44.734375 \n",
       "L 12.546875 44.734375 \n",
       "L 12.546875 47.65625 \n",
       "Q 12.546875 54.34375 14.6875 58.984375 \n",
       "Q 16.84375 63.625 21.265625 66.484375 \n",
       "Q 25.6875 69.34375 31.203125 69.34375 \n",
       "Q 36.328125 69.34375 40.625 66.015625 \n",
       "Q 43.453125 63.8125 43.453125 61.078125 \n",
       "Q 43.453125 59.625 42.1875 58.328125 \n",
       "Q 40.921875 57.03125 39.453125 57.03125 \n",
       "Q 38.328125 57.03125 37.078125 57.828125 \n",
       "Q 35.84375 58.640625 34.03125 61.296875 \n",
       "Q 32.234375 63.96875 30.71875 64.890625 \n",
       "Q 29.203125 65.828125 27.34375 65.828125 \n",
       "Q 25.09375 65.828125 23.53125 64.625 \n",
       "Q 21.96875 63.421875 21.28125 60.90625 \n",
       "Q 20.609375 58.40625 20.609375 47.953125 \n",
       "L 20.609375 44.734375 \n",
       "L 32.125 44.734375 \n",
       "L 32.125 41.21875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-66\"/>\n",
       "       <path d=\"M 42.328125 44.734375 \n",
       "L 42.328125 17.625 \n",
       "Q 42.328125 9.859375 42.6875 8.125 \n",
       "Q 43.0625 6.390625 43.859375 5.703125 \n",
       "Q 44.671875 5.03125 45.75 5.03125 \n",
       "Q 47.265625 5.03125 49.171875 5.859375 \n",
       "L 49.859375 4.15625 \n",
       "L 36.46875 -1.375 \n",
       "L 34.28125 -1.375 \n",
       "L 34.28125 8.109375 \n",
       "Q 28.515625 1.859375 25.484375 0.234375 \n",
       "Q 22.46875 -1.375 19.09375 -1.375 \n",
       "Q 15.328125 -1.375 12.5625 0.796875 \n",
       "Q 9.8125 2.984375 8.734375 6.390625 \n",
       "Q 7.671875 9.8125 7.671875 16.0625 \n",
       "L 7.671875 36.03125 \n",
       "Q 7.671875 39.203125 6.984375 40.421875 \n",
       "Q 6.296875 41.65625 4.953125 42.3125 \n",
       "Q 3.609375 42.96875 0.09375 42.921875 \n",
       "L 0.09375 44.734375 \n",
       "L 15.765625 44.734375 \n",
       "L 15.765625 14.796875 \n",
       "Q 15.765625 8.546875 17.9375 6.59375 \n",
       "Q 20.125 4.640625 23.1875 4.640625 \n",
       "Q 25.296875 4.640625 27.953125 5.953125 \n",
       "Q 30.609375 7.28125 34.28125 10.984375 \n",
       "L 34.28125 36.328125 \n",
       "Q 34.28125 40.140625 32.890625 41.484375 \n",
       "Q 31.5 42.828125 27.09375 42.921875 \n",
       "L 27.09375 44.734375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-75\"/>\n",
       "       <path d=\"M 34.71875 5.03125 \n",
       "Q 31.453125 1.609375 28.328125 0.109375 \n",
       "Q 25.203125 -1.375 21.578125 -1.375 \n",
       "Q 14.265625 -1.375 8.796875 4.75 \n",
       "Q 3.328125 10.890625 3.328125 20.515625 \n",
       "Q 3.328125 30.125 9.375 38.109375 \n",
       "Q 15.4375 46.09375 24.953125 46.09375 \n",
       "Q 30.859375 46.09375 34.71875 42.328125 \n",
       "L 34.71875 50.59375 \n",
       "Q 34.71875 58.25 34.34375 60 \n",
       "Q 33.984375 61.765625 33.203125 62.390625 \n",
       "Q 32.421875 63.03125 31.25 63.03125 \n",
       "Q 29.984375 63.03125 27.875 62.25 \n",
       "L 27.25 63.96875 \n",
       "L 40.578125 69.4375 \n",
       "L 42.78125 69.4375 \n",
       "L 42.78125 17.71875 \n",
       "Q 42.78125 9.859375 43.140625 8.125 \n",
       "Q 43.5 6.390625 44.3125 5.703125 \n",
       "Q 45.125 5.03125 46.1875 5.03125 \n",
       "Q 47.515625 5.03125 49.703125 5.859375 \n",
       "L 50.25 4.15625 \n",
       "L 36.96875 -1.375 \n",
       "L 34.71875 -1.375 \n",
       "z\n",
       "M 34.71875 8.453125 \n",
       "L 34.71875 31.5 \n",
       "Q 34.421875 34.8125 32.953125 37.546875 \n",
       "Q 31.5 40.28125 29.078125 41.671875 \n",
       "Q 26.65625 43.0625 24.359375 43.0625 \n",
       "Q 20.0625 43.0625 16.703125 39.203125 \n",
       "Q 12.25 34.125 12.25 24.359375 \n",
       "Q 12.25 14.5 16.546875 9.25 \n",
       "Q 20.84375 4 26.125 4 \n",
       "Q 30.5625 4 34.71875 8.453125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-64\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(128.378125 309.8525)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-52\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"91.699219\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"141.699219\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "       <use x=\"191.699219\" xlink:href=\"#TimesNewRomanPSMT-6a\"/>\n",
       "       <use x=\"219.482422\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"263.867188\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"308.251953\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"336.035156\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"361.035156\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "       <use x=\"411.035156\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"461.035156\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"488.818359\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"513.818359\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "       <use x=\"547.119141\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"597.119141\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"647.119141\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "       <use x=\"697.119141\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"text_3\">\n",
       "      <!-- file, path or output -->\n",
       "      <defs>\n",
       "       <path d=\"M 5.375 -16.65625 \n",
       "L 5.375 -14.5 \n",
       "Q 10.40625 -12.84375 13.15625 -9.34375 \n",
       "Q 15.921875 -5.859375 15.921875 -1.953125 \n",
       "Q 15.921875 -1.03125 15.484375 -0.390625 \n",
       "Q 15.140625 0.046875 14.796875 0.046875 \n",
       "Q 14.265625 0.046875 12.453125 -0.921875 \n",
       "Q 11.578125 -1.375 10.59375 -1.375 \n",
       "Q 8.203125 -1.375 6.78125 0.046875 \n",
       "Q 5.375 1.46875 5.375 3.953125 \n",
       "Q 5.375 6.34375 7.203125 8.046875 \n",
       "Q 9.03125 9.765625 11.671875 9.765625 \n",
       "Q 14.890625 9.765625 17.40625 6.953125 \n",
       "Q 19.921875 4.15625 19.921875 -0.484375 \n",
       "Q 19.921875 -5.515625 16.421875 -9.828125 \n",
       "Q 12.9375 -14.15625 5.375 -16.65625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-2c\"/>\n",
       "       <path d=\"M -0.09375 40.28125 \n",
       "L 13.671875 45.84375 \n",
       "L 15.53125 45.84375 \n",
       "L 15.53125 35.40625 \n",
       "Q 19 41.3125 22.484375 43.671875 \n",
       "Q 25.984375 46.046875 29.828125 46.046875 \n",
       "Q 36.578125 46.046875 41.0625 40.765625 \n",
       "Q 46.578125 34.328125 46.578125 23.96875 \n",
       "Q 46.578125 12.40625 39.9375 4.828125 \n",
       "Q 34.46875 -1.375 26.171875 -1.375 \n",
       "Q 22.5625 -1.375 19.921875 -0.34375 \n",
       "Q 17.96875 0.390625 15.53125 2.59375 \n",
       "L 15.53125 -11.03125 \n",
       "Q 15.53125 -15.625 16.09375 -16.859375 \n",
       "Q 16.65625 -18.109375 18.046875 -18.84375 \n",
       "Q 19.4375 -19.578125 23.09375 -19.578125 \n",
       "L 23.09375 -21.390625 \n",
       "L -0.34375 -21.390625 \n",
       "L -0.34375 -19.578125 \n",
       "L 0.875 -19.578125 \n",
       "Q 3.5625 -19.625 5.46875 -18.5625 \n",
       "Q 6.390625 -18.015625 6.90625 -16.8125 \n",
       "Q 7.421875 -15.625 7.421875 -10.75 \n",
       "L 7.421875 31.546875 \n",
       "Q 7.421875 35.890625 7.03125 37.0625 \n",
       "Q 6.640625 38.234375 5.78125 38.8125 \n",
       "Q 4.9375 39.40625 3.46875 39.40625 \n",
       "Q 2.296875 39.40625 0.484375 38.71875 \n",
       "z\n",
       "M 15.53125 32.515625 \n",
       "L 15.53125 15.828125 \n",
       "Q 15.53125 10.40625 15.96875 8.6875 \n",
       "Q 16.65625 5.859375 19.3125 3.703125 \n",
       "Q 21.96875 1.5625 26.03125 1.5625 \n",
       "Q 30.90625 1.5625 33.9375 5.375 \n",
       "Q 37.890625 10.359375 37.890625 19.390625 \n",
       "Q 37.890625 29.640625 33.40625 35.15625 \n",
       "Q 30.28125 38.96875 25.984375 38.96875 \n",
       "Q 23.640625 38.96875 21.34375 37.796875 \n",
       "Q 19.578125 36.921875 15.53125 32.515625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-70\"/>\n",
       "       <path d=\"M 16.265625 69.4375 \n",
       "L 16.265625 36.71875 \n",
       "Q 21.6875 42.671875 24.859375 44.359375 \n",
       "Q 28.03125 46.046875 31.203125 46.046875 \n",
       "Q 35.015625 46.046875 37.75 43.9375 \n",
       "Q 40.484375 41.84375 41.796875 37.359375 \n",
       "Q 42.71875 34.234375 42.71875 25.921875 \n",
       "L 42.71875 10.109375 \n",
       "Q 42.71875 5.859375 43.40625 4.296875 \n",
       "Q 43.890625 3.125 45.0625 2.4375 \n",
       "Q 46.234375 1.765625 49.359375 1.765625 \n",
       "L 49.359375 0 \n",
       "L 27.390625 0 \n",
       "L 27.390625 1.765625 \n",
       "L 28.421875 1.765625 \n",
       "Q 31.546875 1.765625 32.765625 2.703125 \n",
       "Q 33.984375 3.65625 34.46875 5.515625 \n",
       "Q 34.625 6.296875 34.625 10.109375 \n",
       "L 34.625 25.921875 \n",
       "Q 34.625 33.25 33.859375 35.546875 \n",
       "Q 33.109375 37.84375 31.4375 38.984375 \n",
       "Q 29.78125 40.140625 27.4375 40.140625 \n",
       "Q 25.046875 40.140625 22.453125 38.859375 \n",
       "Q 19.875 37.59375 16.265625 33.734375 \n",
       "L 16.265625 10.109375 \n",
       "Q 16.265625 5.515625 16.765625 4.390625 \n",
       "Q 17.28125 3.265625 18.671875 2.515625 \n",
       "Q 20.0625 1.765625 23.484375 1.765625 \n",
       "L 23.484375 0 \n",
       "L 1.3125 0 \n",
       "L 1.3125 1.765625 \n",
       "Q 4.296875 1.765625 6 2.6875 \n",
       "Q 6.984375 3.171875 7.5625 4.53125 \n",
       "Q 8.15625 5.90625 8.15625 10.109375 \n",
       "L 8.15625 50.59375 \n",
       "Q 8.15625 58.25 7.78125 60 \n",
       "Q 7.421875 61.765625 6.65625 62.390625 \n",
       "Q 5.90625 63.03125 4.640625 63.03125 \n",
       "Q 3.609375 63.03125 1.3125 62.25 \n",
       "L 0.640625 63.96875 \n",
       "L 14.015625 69.4375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-68\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(184.185156 309.568125)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"61.083984\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"88.867188\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"133.251953\" xlink:href=\"#TimesNewRomanPSMT-2c\"/>\n",
       "       <use x=\"158.251953\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"183.251953\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "       <use x=\"233.251953\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"277.636719\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"305.419922\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"355.419922\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"380.419922\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"430.419922\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"463.720703\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"488.720703\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"538.720703\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"588.720703\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"616.503906\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "       <use x=\"666.503906\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"716.503906\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"text_4\">\n",
       "      <!-- other -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(239.985156 255.686875)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"77.783203\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"127.783203\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"172.167969\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"text_5\">\n",
       "      <!-- reached time limit -->\n",
       "      <defs>\n",
       "       <path d=\"M 16.40625 36.53125 \n",
       "Q 21.296875 41.40625 22.171875 42.140625 \n",
       "Q 24.359375 44 26.890625 45.015625 \n",
       "Q 29.4375 46.046875 31.9375 46.046875 \n",
       "Q 36.140625 46.046875 39.15625 43.59375 \n",
       "Q 42.1875 41.15625 43.21875 36.53125 \n",
       "Q 48.25 42.390625 51.703125 44.21875 \n",
       "Q 55.171875 46.046875 58.84375 46.046875 \n",
       "Q 62.40625 46.046875 65.15625 44.21875 \n",
       "Q 67.921875 42.390625 69.53125 38.234375 \n",
       "Q 70.609375 35.40625 70.609375 29.34375 \n",
       "L 70.609375 10.109375 \n",
       "Q 70.609375 5.90625 71.234375 4.34375 \n",
       "Q 71.734375 3.265625 73.046875 2.515625 \n",
       "Q 74.359375 1.765625 77.34375 1.765625 \n",
       "L 77.34375 0 \n",
       "L 55.28125 0 \n",
       "L 55.28125 1.765625 \n",
       "L 56.203125 1.765625 \n",
       "Q 59.078125 1.765625 60.6875 2.875 \n",
       "Q 61.8125 3.65625 62.3125 5.375 \n",
       "Q 62.5 6.203125 62.5 10.109375 \n",
       "L 62.5 29.34375 \n",
       "Q 62.5 34.8125 61.1875 37.0625 \n",
       "Q 59.28125 40.1875 55.078125 40.1875 \n",
       "Q 52.484375 40.1875 49.875 38.890625 \n",
       "Q 47.265625 37.59375 43.5625 34.078125 \n",
       "L 43.453125 33.546875 \n",
       "L 43.5625 31.453125 \n",
       "L 43.5625 10.109375 \n",
       "Q 43.5625 5.515625 44.0625 4.390625 \n",
       "Q 44.578125 3.265625 45.984375 2.515625 \n",
       "Q 47.40625 1.765625 50.828125 1.765625 \n",
       "L 50.828125 0 \n",
       "L 28.21875 0 \n",
       "L 28.21875 1.765625 \n",
       "Q 31.9375 1.765625 33.328125 2.640625 \n",
       "Q 34.71875 3.515625 35.25 5.28125 \n",
       "Q 35.5 6.109375 35.5 10.109375 \n",
       "L 35.5 29.34375 \n",
       "Q 35.5 34.8125 33.890625 37.203125 \n",
       "Q 31.734375 40.328125 27.875 40.328125 \n",
       "Q 25.25 40.328125 22.65625 38.921875 \n",
       "Q 18.609375 36.765625 16.40625 34.078125 \n",
       "L 16.40625 10.109375 \n",
       "Q 16.40625 5.71875 17.015625 4.390625 \n",
       "Q 17.625 3.078125 18.8125 2.421875 \n",
       "Q 20.015625 1.765625 23.6875 1.765625 \n",
       "L 23.6875 0 \n",
       "L 1.5625 0 \n",
       "L 1.5625 1.765625 \n",
       "Q 4.640625 1.765625 5.859375 2.421875 \n",
       "Q 7.078125 3.078125 7.703125 4.515625 \n",
       "Q 8.34375 5.953125 8.34375 10.109375 \n",
       "L 8.34375 27.203125 \n",
       "Q 8.34375 34.578125 7.90625 36.71875 \n",
       "Q 7.5625 38.328125 6.828125 38.9375 \n",
       "Q 6.109375 39.546875 4.828125 39.546875 \n",
       "Q 3.46875 39.546875 1.5625 38.8125 \n",
       "L 0.828125 40.578125 \n",
       "L 14.3125 46.046875 \n",
       "L 16.40625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6d\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(295.785156 307.89)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"77.685547\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"122.070312\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"166.455078\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"216.455078\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"260.839844\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "       <use x=\"310.839844\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"335.839844\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"363.623047\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"391.40625\" xlink:href=\"#TimesNewRomanPSMT-6d\"/>\n",
       "       <use x=\"469.189453\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"513.574219\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"538.574219\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"566.357422\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"594.140625\" xlink:href=\"#TimesNewRomanPSMT-6d\"/>\n",
       "       <use x=\"671.923828\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"699.707031\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"text_6\">\n",
       "      <!-- success -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.03125 46.046875 \n",
       "L 32.03125 30.8125 \n",
       "L 30.421875 30.8125 \n",
       "Q 28.5625 37.984375 25.65625 40.578125 \n",
       "Q 22.75 43.171875 18.265625 43.171875 \n",
       "Q 14.84375 43.171875 12.734375 41.359375 \n",
       "Q 10.640625 39.546875 10.640625 37.359375 \n",
       "Q 10.640625 34.625 12.203125 32.671875 \n",
       "Q 13.71875 30.671875 18.359375 28.421875 \n",
       "L 25.484375 24.953125 \n",
       "Q 35.40625 20.125 35.40625 12.203125 \n",
       "Q 35.40625 6.109375 30.78125 2.359375 \n",
       "Q 26.171875 -1.375 20.453125 -1.375 \n",
       "Q 16.359375 -1.375 11.078125 0.09375 \n",
       "Q 9.46875 0.59375 8.453125 0.59375 \n",
       "Q 7.328125 0.59375 6.6875 -0.6875 \n",
       "L 5.078125 -0.6875 \n",
       "L 5.078125 15.28125 \n",
       "L 6.6875 15.28125 \n",
       "Q 8.0625 8.453125 11.90625 4.984375 \n",
       "Q 15.765625 1.515625 20.5625 1.515625 \n",
       "Q 23.921875 1.515625 26.046875 3.484375 \n",
       "Q 28.171875 5.46875 28.171875 8.25 \n",
       "Q 28.171875 11.625 25.796875 13.921875 \n",
       "Q 23.4375 16.21875 16.359375 19.734375 \n",
       "Q 9.28125 23.25 7.078125 26.078125 \n",
       "Q 4.890625 28.859375 4.890625 33.109375 \n",
       "Q 4.890625 38.625 8.671875 42.328125 \n",
       "Q 12.453125 46.046875 18.453125 46.046875 \n",
       "Q 21.09375 46.046875 24.859375 44.921875 \n",
       "Q 27.34375 44.1875 28.171875 44.1875 \n",
       "Q 28.953125 44.1875 29.390625 44.53125 \n",
       "Q 29.828125 44.875 30.421875 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-73\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(351.585156 265.13375)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "       <use x=\"38.916016\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"88.916016\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"133.300781\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"177.685547\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"222.070312\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "       <use x=\"260.986328\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- error_type -->\n",
       "     <defs>\n",
       "      <path d=\"M 50.875 -21.578125 \n",
       "L -0.828125 -21.578125 \n",
       "L -0.828125 -17.484375 \n",
       "L 50.875 -17.484375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-5f\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(188.860156 320.7775)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"44.384766\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"77.685547\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"110.986328\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"160.986328\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"194.287109\" xlink:href=\"#TimesNewRomanPSMT-5f\"/>\n",
       "      <use x=\"244.287109\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      <use x=\"272.070312\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "      <use x=\"322.070312\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "      <use x=\"372.070312\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#p75da20bc36)\" d=\"M 42.282813 228.14 \n",
       "L 377.082813 228.14 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 3.609375 32.71875 \n",
       "Q 3.609375 44.046875 7.03125 52.21875 \n",
       "Q 10.453125 60.40625 16.109375 64.40625 \n",
       "Q 20.515625 67.578125 25.203125 67.578125 \n",
       "Q 32.8125 67.578125 38.875 59.8125 \n",
       "Q 46.4375 50.203125 46.4375 33.734375 \n",
       "Q 46.4375 22.21875 43.109375 14.15625 \n",
       "Q 39.796875 6.109375 34.640625 2.46875 \n",
       "Q 29.5 -1.171875 24.703125 -1.171875 \n",
       "Q 15.234375 -1.171875 8.9375 10.015625 \n",
       "Q 3.609375 19.4375 3.609375 32.71875 \n",
       "z\n",
       "M 13.1875 31.5 \n",
       "Q 13.1875 17.828125 16.546875 9.1875 \n",
       "Q 19.34375 1.90625 24.859375 1.90625 \n",
       "Q 27.484375 1.90625 30.3125 4.265625 \n",
       "Q 33.15625 6.640625 34.625 12.203125 \n",
       "Q 36.859375 20.609375 36.859375 35.890625 \n",
       "Q 36.859375 47.21875 34.515625 54.78125 \n",
       "Q 32.765625 60.40625 29.984375 62.75 \n",
       "Q 27.984375 64.359375 25.140625 64.359375 \n",
       "Q 21.828125 64.359375 19.234375 61.375 \n",
       "Q 15.71875 57.328125 14.453125 48.625 \n",
       "Q 13.1875 39.9375 13.1875 31.5 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(30.282813 231.611875)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <path clip-path=\"url(#p75da20bc36)\" d=\"M 42.282813 183.509458 \n",
       "L 377.082813 183.509458 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 200 -->\n",
       "      <defs>\n",
       "       <path d=\"M 45.84375 12.75 \n",
       "L 41.21875 0 \n",
       "L 2.15625 0 \n",
       "L 2.15625 1.8125 \n",
       "Q 19.390625 17.53125 26.421875 27.484375 \n",
       "Q 33.453125 37.453125 33.453125 45.703125 \n",
       "Q 33.453125 52 29.59375 56.046875 \n",
       "Q 25.734375 60.109375 20.359375 60.109375 \n",
       "Q 15.484375 60.109375 11.59375 57.25 \n",
       "Q 7.71875 54.390625 5.859375 48.875 \n",
       "L 4.046875 48.875 \n",
       "Q 5.28125 57.90625 10.328125 62.734375 \n",
       "Q 15.375 67.578125 22.953125 67.578125 \n",
       "Q 31 67.578125 36.390625 62.40625 \n",
       "Q 41.796875 57.234375 41.796875 50.203125 \n",
       "Q 41.796875 45.171875 39.453125 40.140625 \n",
       "Q 35.84375 32.234375 27.734375 23.390625 \n",
       "Q 15.578125 10.109375 12.546875 7.375 \n",
       "L 29.828125 7.375 \n",
       "Q 35.109375 7.375 37.234375 7.765625 \n",
       "Q 39.359375 8.15625 41.0625 9.34375 \n",
       "Q 42.78125 10.546875 44.046875 12.75 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-32\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 186.981333)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-32\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p75da20bc36)\" d=\"M 42.282813 138.878916 \n",
       "L 377.082813 138.878916 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 400 -->\n",
       "      <defs>\n",
       "       <path d=\"M 46.53125 24.421875 \n",
       "L 46.53125 17.484375 \n",
       "L 37.640625 17.484375 \n",
       "L 37.640625 0 \n",
       "L 29.59375 0 \n",
       "L 29.59375 17.484375 \n",
       "L 1.5625 17.484375 \n",
       "L 1.5625 23.734375 \n",
       "L 32.28125 67.578125 \n",
       "L 37.640625 67.578125 \n",
       "L 37.640625 24.421875 \n",
       "z\n",
       "M 29.59375 24.421875 \n",
       "L 29.59375 57.28125 \n",
       "L 6.34375 24.421875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-34\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 142.350791)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-34\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <path clip-path=\"url(#p75da20bc36)\" d=\"M 42.282813 94.248374 \n",
       "L 377.082813 94.248374 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 600 -->\n",
       "      <defs>\n",
       "       <path d=\"M 44.828125 67.578125 \n",
       "L 44.828125 65.765625 \n",
       "Q 38.375 65.140625 34.296875 63.203125 \n",
       "Q 30.21875 61.28125 26.234375 57.328125 \n",
       "Q 22.265625 53.375 19.65625 48.515625 \n",
       "Q 17.046875 43.65625 15.28125 36.96875 \n",
       "Q 22.3125 41.796875 29.390625 41.796875 \n",
       "Q 36.1875 41.796875 41.15625 36.328125 \n",
       "Q 46.140625 30.859375 46.140625 22.265625 \n",
       "Q 46.140625 13.96875 41.109375 7.125 \n",
       "Q 35.0625 -1.171875 25.09375 -1.171875 \n",
       "Q 18.3125 -1.171875 13.578125 3.328125 \n",
       "Q 4.296875 12.0625 4.296875 25.984375 \n",
       "Q 4.296875 34.859375 7.859375 42.859375 \n",
       "Q 11.421875 50.875 18.03125 57.078125 \n",
       "Q 24.65625 63.28125 30.703125 65.421875 \n",
       "Q 36.765625 67.578125 42 67.578125 \n",
       "z\n",
       "M 14.453125 33.40625 \n",
       "Q 13.578125 26.8125 13.578125 22.75 \n",
       "Q 13.578125 18.0625 15.3125 12.5625 \n",
       "Q 17.046875 7.078125 20.453125 3.859375 \n",
       "Q 22.953125 1.5625 26.515625 1.5625 \n",
       "Q 30.765625 1.5625 34.109375 5.5625 \n",
       "Q 37.453125 9.578125 37.453125 17 \n",
       "Q 37.453125 25.34375 34.125 31.4375 \n",
       "Q 30.8125 37.546875 24.703125 37.546875 \n",
       "Q 22.859375 37.546875 20.734375 36.765625 \n",
       "Q 18.609375 35.984375 14.453125 33.40625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-36\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 97.720249)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-36\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p75da20bc36)\" d=\"M 42.282813 49.617833 \n",
       "L 377.082813 49.617833 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 800 -->\n",
       "      <defs>\n",
       "       <path d=\"M 19.1875 33.34375 \n",
       "Q 11.328125 39.796875 9.046875 43.703125 \n",
       "Q 6.78125 47.609375 6.78125 51.8125 \n",
       "Q 6.78125 58.25 11.765625 62.90625 \n",
       "Q 16.75 67.578125 25 67.578125 \n",
       "Q 33.015625 67.578125 37.890625 63.234375 \n",
       "Q 42.78125 58.890625 42.78125 53.328125 \n",
       "Q 42.78125 49.609375 40.140625 45.75 \n",
       "Q 37.5 41.890625 29.15625 36.671875 \n",
       "Q 37.75 30.03125 40.53125 26.21875 \n",
       "Q 44.234375 21.234375 44.234375 15.71875 \n",
       "Q 44.234375 8.734375 38.90625 3.78125 \n",
       "Q 33.59375 -1.171875 24.953125 -1.171875 \n",
       "Q 15.53125 -1.171875 10.25 4.734375 \n",
       "Q 6.0625 9.46875 6.0625 15.09375 \n",
       "Q 6.0625 19.484375 9.015625 23.796875 \n",
       "Q 11.96875 28.125 19.1875 33.34375 \n",
       "z\n",
       "M 26.859375 38.578125 \n",
       "Q 32.71875 43.84375 34.28125 46.890625 \n",
       "Q 35.84375 49.953125 35.84375 53.8125 \n",
       "Q 35.84375 58.9375 32.953125 61.84375 \n",
       "Q 30.078125 64.75 25.09375 64.75 \n",
       "Q 20.125 64.75 17 61.859375 \n",
       "Q 13.875 58.984375 13.875 55.125 \n",
       "Q 13.875 52.59375 15.15625 50.046875 \n",
       "Q 16.453125 47.515625 18.84375 45.21875 \n",
       "z\n",
       "M 21.484375 31.5 \n",
       "Q 17.4375 28.078125 15.484375 24.046875 \n",
       "Q 13.53125 20.015625 13.53125 15.328125 \n",
       "Q 13.53125 9.03125 16.96875 5.25 \n",
       "Q 20.40625 1.46875 25.734375 1.46875 \n",
       "Q 31 1.46875 34.171875 4.4375 \n",
       "Q 37.359375 7.421875 37.359375 11.671875 \n",
       "Q 37.359375 15.1875 35.5 17.96875 \n",
       "Q 32.03125 23.140625 21.484375 31.5 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-38\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 53.089708)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-38\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- count -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.14375 130.528594)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"44.384766\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"94.384766\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "      <use x=\"144.384766\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"194.384766\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p75da20bc36)\" d=\"M 47.862813 228.14 \n",
       "L 92.502813 228.14 \n",
       "L 92.502813 39.352808 \n",
       "L 47.862813 39.352808 \n",
       "z\n",
       "\" style=\"fill:#3274a1;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p75da20bc36)\" d=\"M 103.662813 228.14 \n",
       "L 148.302813 228.14 \n",
       "L 148.302813 178.600099 \n",
       "L 103.662813 178.600099 \n",
       "z\n",
       "\" style=\"fill:#e1812c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p75da20bc36)\" d=\"M 159.462813 228.14 \n",
       "L 204.102813 228.14 \n",
       "L 204.102813 21.054286 \n",
       "L 159.462813 21.054286 \n",
       "z\n",
       "\" style=\"fill:#3a923a;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p75da20bc36)\" d=\"M 215.262813 228.14 \n",
       "L 259.902813 228.14 \n",
       "L 259.902813 196.229163 \n",
       "L 215.262813 196.229163 \n",
       "z\n",
       "\" style=\"fill:#c03d3e;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p75da20bc36)\" d=\"M 271.062813 228.14 \n",
       "L 315.702813 228.14 \n",
       "L 315.702813 210.734089 \n",
       "L 271.062813 210.734089 \n",
       "z\n",
       "\" style=\"fill:#9372b2;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p75da20bc36)\" d=\"M 326.862813 228.14 \n",
       "L 371.502813 228.14 \n",
       "L 371.502813 227.916847 \n",
       "L 326.862813 227.916847 \n",
       "z\n",
       "\" style=\"fill:#845b53;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 42.282813 228.14 \n",
       "L 42.282813 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 377.082813 228.14 \n",
       "L 377.082813 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 42.282813 228.14 \n",
       "L 377.082813 228.14 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 42.282813 10.7 \n",
       "L 377.082813 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p75da20bc36\">\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"42.282813\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"error_type\", data=df1)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'setwd'),\n",
       " Text(0,0,'library'),\n",
       " Text(0,0,'file, path or output'),\n",
       " Text(0,0,'R object not found'),\n",
       " Text(0,0,'other'),\n",
       " Text(0,0,'reached time limit')]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"330.135312pt\" version=\"1.1\" viewBox=\"0 0 392.782812 330.135312\" width=\"392.782812pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 330.135312 \n",
       "L 392.782812 330.135312 \n",
       "L 392.782812 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 47.282813 228.14 \n",
       "L 382.082812 228.14 \n",
       "L 382.082812 10.7 \n",
       "L 47.282813 10.7 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"text_1\">\n",
       "      <!-- setwd -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.03125 46.046875 \n",
       "L 32.03125 30.8125 \n",
       "L 30.421875 30.8125 \n",
       "Q 28.5625 37.984375 25.65625 40.578125 \n",
       "Q 22.75 43.171875 18.265625 43.171875 \n",
       "Q 14.84375 43.171875 12.734375 41.359375 \n",
       "Q 10.640625 39.546875 10.640625 37.359375 \n",
       "Q 10.640625 34.625 12.203125 32.671875 \n",
       "Q 13.71875 30.671875 18.359375 28.421875 \n",
       "L 25.484375 24.953125 \n",
       "Q 35.40625 20.125 35.40625 12.203125 \n",
       "Q 35.40625 6.109375 30.78125 2.359375 \n",
       "Q 26.171875 -1.375 20.453125 -1.375 \n",
       "Q 16.359375 -1.375 11.078125 0.09375 \n",
       "Q 9.46875 0.59375 8.453125 0.59375 \n",
       "Q 7.328125 0.59375 6.6875 -0.6875 \n",
       "L 5.078125 -0.6875 \n",
       "L 5.078125 15.28125 \n",
       "L 6.6875 15.28125 \n",
       "Q 8.0625 8.453125 11.90625 4.984375 \n",
       "Q 15.765625 1.515625 20.5625 1.515625 \n",
       "Q 23.921875 1.515625 26.046875 3.484375 \n",
       "Q 28.171875 5.46875 28.171875 8.25 \n",
       "Q 28.171875 11.625 25.796875 13.921875 \n",
       "Q 23.4375 16.21875 16.359375 19.734375 \n",
       "Q 9.28125 23.25 7.078125 26.078125 \n",
       "Q 4.890625 28.859375 4.890625 33.109375 \n",
       "Q 4.890625 38.625 8.671875 42.328125 \n",
       "Q 12.453125 46.046875 18.453125 46.046875 \n",
       "Q 21.09375 46.046875 24.859375 44.921875 \n",
       "Q 27.34375 44.1875 28.171875 44.1875 \n",
       "Q 28.953125 44.1875 29.390625 44.53125 \n",
       "Q 29.828125 44.875 30.421875 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-73\"/>\n",
       "       <path d=\"M 10.640625 27.875 \n",
       "Q 10.59375 17.921875 15.484375 12.25 \n",
       "Q 20.359375 6.59375 26.953125 6.59375 \n",
       "Q 31.34375 6.59375 34.59375 9 \n",
       "Q 37.84375 11.421875 40.046875 17.28125 \n",
       "L 41.546875 16.3125 \n",
       "Q 40.53125 9.625 35.59375 4.125 \n",
       "Q 30.671875 -1.375 23.25 -1.375 \n",
       "Q 15.1875 -1.375 9.453125 4.90625 \n",
       "Q 3.71875 11.1875 3.71875 21.78125 \n",
       "Q 3.71875 33.25 9.59375 39.671875 \n",
       "Q 15.484375 46.09375 24.359375 46.09375 \n",
       "Q 31.890625 46.09375 36.71875 41.140625 \n",
       "Q 41.546875 36.1875 41.546875 27.875 \n",
       "z\n",
       "M 10.640625 30.71875 \n",
       "L 31.34375 30.71875 \n",
       "Q 31.109375 35.015625 30.328125 36.765625 \n",
       "Q 29.109375 39.5 26.6875 41.0625 \n",
       "Q 24.265625 42.625 21.625 42.625 \n",
       "Q 17.578125 42.625 14.375 39.46875 \n",
       "Q 11.1875 36.328125 10.640625 30.71875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-65\"/>\n",
       "       <path d=\"M 16.109375 59.421875 \n",
       "L 16.109375 44.734375 \n",
       "L 26.5625 44.734375 \n",
       "L 26.5625 41.3125 \n",
       "L 16.109375 41.3125 \n",
       "L 16.109375 12.3125 \n",
       "Q 16.109375 7.953125 17.359375 6.4375 \n",
       "Q 18.609375 4.9375 20.5625 4.9375 \n",
       "Q 22.171875 4.9375 23.6875 5.9375 \n",
       "Q 25.203125 6.9375 26.03125 8.890625 \n",
       "L 27.9375 8.890625 \n",
       "Q 26.21875 4.109375 23.09375 1.6875 \n",
       "Q 19.96875 -0.734375 16.65625 -0.734375 \n",
       "Q 14.40625 -0.734375 12.25 0.515625 \n",
       "Q 10.109375 1.765625 9.078125 4.078125 \n",
       "Q 8.0625 6.390625 8.0625 11.234375 \n",
       "L 8.0625 41.3125 \n",
       "L 0.984375 41.3125 \n",
       "L 0.984375 42.921875 \n",
       "Q 3.65625 44 6.46875 46.5625 \n",
       "Q 9.28125 49.125 11.46875 52.640625 \n",
       "Q 12.59375 54.5 14.59375 59.421875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-74\"/>\n",
       "       <path d=\"M 0.640625 44.734375 \n",
       "L 19.390625 44.734375 \n",
       "L 19.390625 42.921875 \n",
       "Q 16.796875 42.71875 15.984375 41.984375 \n",
       "Q 15.1875 41.265625 15.1875 39.890625 \n",
       "Q 15.1875 38.375 16.015625 36.234375 \n",
       "L 25.59375 10.5 \n",
       "L 35.203125 31.453125 \n",
       "L 32.671875 38.03125 \n",
       "Q 31.5 40.96875 29.59375 42.09375 \n",
       "Q 28.515625 42.78125 25.59375 42.921875 \n",
       "L 25.59375 44.734375 \n",
       "L 46.875 44.734375 \n",
       "L 46.875 42.921875 \n",
       "Q 43.359375 42.78125 41.890625 41.65625 \n",
       "Q 40.921875 40.875 40.921875 39.15625 \n",
       "Q 40.921875 38.1875 41.3125 37.15625 \n",
       "L 51.46875 11.46875 \n",
       "L 60.890625 36.234375 \n",
       "Q 61.859375 38.875 61.859375 40.4375 \n",
       "Q 61.859375 41.359375 60.90625 42.09375 \n",
       "Q 59.96875 42.828125 57.171875 42.921875 \n",
       "L 57.171875 44.734375 \n",
       "L 71.296875 44.734375 \n",
       "L 71.296875 42.921875 \n",
       "Q 67.046875 42.28125 65.046875 37.15625 \n",
       "L 50.09375 -1.375 \n",
       "L 48.09375 -1.375 \n",
       "L 36.921875 27.203125 \n",
       "L 23.875 -1.375 \n",
       "L 22.078125 -1.375 \n",
       "L 7.71875 36.234375 \n",
       "Q 6.296875 39.796875 4.921875 41.03125 \n",
       "Q 3.5625 42.28125 0.640625 42.921875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-77\"/>\n",
       "       <path d=\"M 34.71875 5.03125 \n",
       "Q 31.453125 1.609375 28.328125 0.109375 \n",
       "Q 25.203125 -1.375 21.578125 -1.375 \n",
       "Q 14.265625 -1.375 8.796875 4.75 \n",
       "Q 3.328125 10.890625 3.328125 20.515625 \n",
       "Q 3.328125 30.125 9.375 38.109375 \n",
       "Q 15.4375 46.09375 24.953125 46.09375 \n",
       "Q 30.859375 46.09375 34.71875 42.328125 \n",
       "L 34.71875 50.59375 \n",
       "Q 34.71875 58.25 34.34375 60 \n",
       "Q 33.984375 61.765625 33.203125 62.390625 \n",
       "Q 32.421875 63.03125 31.25 63.03125 \n",
       "Q 29.984375 63.03125 27.875 62.25 \n",
       "L 27.25 63.96875 \n",
       "L 40.578125 69.4375 \n",
       "L 42.78125 69.4375 \n",
       "L 42.78125 17.71875 \n",
       "Q 42.78125 9.859375 43.140625 8.125 \n",
       "Q 43.5 6.390625 44.3125 5.703125 \n",
       "Q 45.125 5.03125 46.1875 5.03125 \n",
       "Q 47.515625 5.03125 49.703125 5.859375 \n",
       "L 50.25 4.15625 \n",
       "L 36.96875 -1.375 \n",
       "L 34.71875 -1.375 \n",
       "z\n",
       "M 34.71875 8.453125 \n",
       "L 34.71875 31.5 \n",
       "Q 34.421875 34.8125 32.953125 37.546875 \n",
       "Q 31.5 40.28125 29.078125 41.671875 \n",
       "Q 26.65625 43.0625 24.359375 43.0625 \n",
       "Q 20.0625 43.0625 16.703125 39.203125 \n",
       "Q 12.25 34.125 12.25 24.359375 \n",
       "Q 12.25 14.5 16.546875 9.25 \n",
       "Q 20.84375 4 26.125 4 \n",
       "Q 30.5625 4 34.71875 8.453125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-64\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(77.585156 258.47125)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "       <use x=\"38.916016\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"83.300781\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"111.083984\" xlink:href=\"#TimesNewRomanPSMT-77\"/>\n",
       "       <use x=\"183.300781\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"text_2\">\n",
       "      <!-- library -->\n",
       "      <defs>\n",
       "       <path d=\"M 18.5 69.4375 \n",
       "L 18.5 10.109375 \n",
       "Q 18.5 5.90625 19.109375 4.53125 \n",
       "Q 19.734375 3.171875 21 2.46875 \n",
       "Q 22.265625 1.765625 25.734375 1.765625 \n",
       "L 25.734375 0 \n",
       "L 3.8125 0 \n",
       "L 3.8125 1.765625 \n",
       "Q 6.890625 1.765625 8 2.390625 \n",
       "Q 9.125 3.03125 9.765625 4.484375 \n",
       "Q 10.40625 5.953125 10.40625 10.109375 \n",
       "L 10.40625 50.734375 \n",
       "Q 10.40625 58.296875 10.0625 60.03125 \n",
       "Q 9.71875 61.765625 8.953125 62.390625 \n",
       "Q 8.203125 63.03125 7.03125 63.03125 \n",
       "Q 5.765625 63.03125 3.8125 62.25 \n",
       "L 2.984375 63.96875 \n",
       "L 16.3125 69.4375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6c\"/>\n",
       "       <path d=\"M 14.5 69.4375 \n",
       "Q 16.546875 69.4375 17.984375 67.984375 \n",
       "Q 19.4375 66.546875 19.4375 64.5 \n",
       "Q 19.4375 62.453125 17.984375 60.984375 \n",
       "Q 16.546875 59.515625 14.5 59.515625 \n",
       "Q 12.453125 59.515625 10.984375 60.984375 \n",
       "Q 9.515625 62.453125 9.515625 64.5 \n",
       "Q 9.515625 66.546875 10.953125 67.984375 \n",
       "Q 12.40625 69.4375 14.5 69.4375 \n",
       "z\n",
       "M 18.5625 46.046875 \n",
       "L 18.5625 10.109375 \n",
       "Q 18.5625 5.90625 19.171875 4.515625 \n",
       "Q 19.78125 3.125 20.96875 2.4375 \n",
       "Q 22.171875 1.765625 25.34375 1.765625 \n",
       "L 25.34375 0 \n",
       "L 3.609375 0 \n",
       "L 3.609375 1.765625 \n",
       "Q 6.890625 1.765625 8 2.390625 \n",
       "Q 9.125 3.03125 9.78125 4.484375 \n",
       "Q 10.453125 5.953125 10.453125 10.109375 \n",
       "L 10.453125 27.34375 \n",
       "Q 10.453125 34.625 10.015625 36.765625 \n",
       "Q 9.671875 38.328125 8.9375 38.9375 \n",
       "Q 8.203125 39.546875 6.9375 39.546875 \n",
       "Q 5.5625 39.546875 3.609375 38.8125 \n",
       "L 2.9375 40.578125 \n",
       "L 16.40625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-69\"/>\n",
       "       <path d=\"M 15.375 37.015625 \n",
       "Q 21.875 46.046875 29.390625 46.046875 \n",
       "Q 36.28125 46.046875 41.40625 40.15625 \n",
       "Q 46.53125 34.28125 46.53125 24.078125 \n",
       "Q 46.53125 12.15625 38.625 4.890625 \n",
       "Q 31.84375 -1.375 23.484375 -1.375 \n",
       "Q 19.578125 -1.375 15.546875 0.046875 \n",
       "Q 11.53125 1.46875 7.328125 4.296875 \n",
       "L 7.328125 50.640625 \n",
       "Q 7.328125 58.25 6.953125 60 \n",
       "Q 6.59375 61.765625 5.8125 62.390625 \n",
       "Q 5.03125 63.03125 3.859375 63.03125 \n",
       "Q 2.484375 63.03125 0.4375 62.25 \n",
       "L -0.25 63.96875 \n",
       "L 13.1875 69.4375 \n",
       "L 15.375 69.4375 \n",
       "z\n",
       "M 15.375 33.890625 \n",
       "L 15.375 7.125 \n",
       "Q 17.875 4.6875 20.53125 3.4375 \n",
       "Q 23.1875 2.203125 25.984375 2.203125 \n",
       "Q 30.421875 2.203125 34.25 7.078125 \n",
       "Q 38.09375 11.96875 38.09375 21.296875 \n",
       "Q 38.09375 29.890625 34.25 34.5 \n",
       "Q 30.421875 39.109375 25.53125 39.109375 \n",
       "Q 22.953125 39.109375 20.359375 37.796875 \n",
       "Q 18.40625 36.8125 15.375 33.890625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-62\"/>\n",
       "       <path d=\"M 16.21875 46.046875 \n",
       "L 16.21875 35.984375 \n",
       "Q 21.828125 46.046875 27.734375 46.046875 \n",
       "Q 30.421875 46.046875 32.171875 44.40625 \n",
       "Q 33.9375 42.78125 33.9375 40.625 \n",
       "Q 33.9375 38.71875 32.65625 37.390625 \n",
       "Q 31.390625 36.078125 29.640625 36.078125 \n",
       "Q 27.9375 36.078125 25.8125 37.765625 \n",
       "Q 23.6875 39.453125 22.65625 39.453125 \n",
       "Q 21.78125 39.453125 20.75 38.484375 \n",
       "Q 18.5625 36.46875 16.21875 31.890625 \n",
       "L 16.21875 10.453125 \n",
       "Q 16.21875 6.734375 17.140625 4.828125 \n",
       "Q 17.78125 3.515625 19.390625 2.640625 \n",
       "Q 21 1.765625 24.03125 1.765625 \n",
       "L 24.03125 0 \n",
       "L 1.125 0 \n",
       "L 1.125 1.765625 \n",
       "Q 4.546875 1.765625 6.203125 2.828125 \n",
       "Q 7.421875 3.609375 7.90625 5.328125 \n",
       "Q 8.15625 6.15625 8.15625 10.0625 \n",
       "L 8.15625 27.390625 \n",
       "Q 8.15625 35.203125 7.828125 36.6875 \n",
       "Q 7.515625 38.1875 6.65625 38.859375 \n",
       "Q 5.8125 39.546875 4.546875 39.546875 \n",
       "Q 3.03125 39.546875 1.125 38.8125 \n",
       "L 0.640625 40.578125 \n",
       "L 14.15625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-72\"/>\n",
       "       <path d=\"M 28.46875 6.453125 \n",
       "Q 21.578125 1.125 19.828125 0.296875 \n",
       "Q 17.1875 -0.921875 14.203125 -0.921875 \n",
       "Q 9.578125 -0.921875 6.5625 2.25 \n",
       "Q 3.5625 5.421875 3.5625 10.59375 \n",
       "Q 3.5625 13.875 5.03125 16.265625 \n",
       "Q 7.03125 19.578125 11.984375 22.5 \n",
       "Q 16.9375 25.4375 28.46875 29.640625 \n",
       "L 28.46875 31.390625 \n",
       "Q 28.46875 38.09375 26.34375 40.578125 \n",
       "Q 24.21875 43.0625 20.171875 43.0625 \n",
       "Q 17.09375 43.0625 15.28125 41.40625 \n",
       "Q 13.421875 39.75 13.421875 37.59375 \n",
       "L 13.53125 34.765625 \n",
       "Q 13.53125 32.515625 12.375 31.296875 \n",
       "Q 11.234375 30.078125 9.375 30.078125 \n",
       "Q 7.5625 30.078125 6.421875 31.34375 \n",
       "Q 5.28125 32.625 5.28125 34.8125 \n",
       "Q 5.28125 39.015625 9.578125 42.53125 \n",
       "Q 13.875 46.046875 21.625 46.046875 \n",
       "Q 27.59375 46.046875 31.390625 44.046875 \n",
       "Q 34.28125 42.53125 35.640625 39.3125 \n",
       "Q 36.53125 37.203125 36.53125 30.71875 \n",
       "L 36.53125 15.53125 \n",
       "Q 36.53125 9.125 36.765625 7.6875 \n",
       "Q 37.015625 6.25 37.578125 5.765625 \n",
       "Q 38.140625 5.28125 38.875 5.28125 \n",
       "Q 39.65625 5.28125 40.234375 5.609375 \n",
       "Q 41.265625 6.25 44.1875 9.1875 \n",
       "L 44.1875 6.453125 \n",
       "Q 38.71875 -0.875 33.734375 -0.875 \n",
       "Q 31.34375 -0.875 29.921875 0.78125 \n",
       "Q 28.515625 2.4375 28.46875 6.453125 \n",
       "z\n",
       "M 28.46875 9.625 \n",
       "L 28.46875 26.65625 \n",
       "Q 21.09375 23.734375 18.953125 22.515625 \n",
       "Q 15.09375 20.359375 13.421875 18.015625 \n",
       "Q 11.765625 15.671875 11.765625 12.890625 \n",
       "Q 11.765625 9.375 13.859375 7.046875 \n",
       "Q 15.96875 4.734375 18.703125 4.734375 \n",
       "Q 22.40625 4.734375 28.46875 9.625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-61\"/>\n",
       "       <path d=\"M 0.59375 44.734375 \n",
       "L 21.4375 44.734375 \n",
       "L 21.4375 42.921875 \n",
       "L 20.40625 42.921875 \n",
       "Q 18.21875 42.921875 17.109375 41.96875 \n",
       "Q 16.015625 41.015625 16.015625 39.59375 \n",
       "Q 16.015625 37.703125 17.625 34.328125 \n",
       "L 28.515625 11.765625 \n",
       "L 38.53125 36.46875 \n",
       "Q 39.359375 38.484375 39.359375 40.4375 \n",
       "Q 39.359375 41.3125 39.015625 41.75 \n",
       "Q 38.625 42.28125 37.796875 42.59375 \n",
       "Q 36.96875 42.921875 34.859375 42.921875 \n",
       "L 34.859375 44.734375 \n",
       "L 49.421875 44.734375 \n",
       "L 49.421875 42.921875 \n",
       "Q 47.609375 42.71875 46.625 42.125 \n",
       "Q 45.65625 41.546875 44.484375 39.9375 \n",
       "Q 44.046875 39.265625 42.828125 36.1875 \n",
       "L 24.609375 -8.453125 \n",
       "Q 21.96875 -14.9375 17.6875 -18.25 \n",
       "Q 13.421875 -21.578125 9.46875 -21.578125 \n",
       "Q 6.59375 -21.578125 4.734375 -19.921875 \n",
       "Q 2.875 -18.265625 2.875 -16.109375 \n",
       "Q 2.875 -14.0625 4.21875 -12.8125 \n",
       "Q 5.5625 -11.578125 7.90625 -11.578125 \n",
       "Q 9.515625 -11.578125 12.3125 -12.640625 \n",
       "Q 14.265625 -13.375 14.75 -13.375 \n",
       "Q 16.21875 -13.375 17.9375 -11.859375 \n",
       "Q 19.671875 -10.359375 21.4375 -6 \n",
       "L 24.609375 1.765625 \n",
       "L 8.546875 35.5 \n",
       "Q 7.8125 37.015625 6.203125 39.265625 \n",
       "Q 4.984375 40.96875 4.203125 41.546875 \n",
       "Q 3.078125 42.328125 0.59375 42.921875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-79\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(133.375781 261.794688)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"55.566406\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "       <use x=\"105.566406\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"138.867188\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"183.251953\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"216.552734\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"text_3\">\n",
       "      <!-- file, path or output -->\n",
       "      <defs>\n",
       "       <path d=\"M 20.609375 41.21875 \n",
       "L 20.609375 11.8125 \n",
       "Q 20.609375 5.5625 21.96875 3.90625 \n",
       "Q 23.78125 1.765625 26.8125 1.765625 \n",
       "L 30.859375 1.765625 \n",
       "L 30.859375 0 \n",
       "L 4.15625 0 \n",
       "L 4.15625 1.765625 \n",
       "L 6.15625 1.765625 \n",
       "Q 8.109375 1.765625 9.71875 2.734375 \n",
       "Q 11.328125 3.71875 11.9375 5.375 \n",
       "Q 12.546875 7.03125 12.546875 11.8125 \n",
       "L 12.546875 41.21875 \n",
       "L 3.859375 41.21875 \n",
       "L 3.859375 44.734375 \n",
       "L 12.546875 44.734375 \n",
       "L 12.546875 47.65625 \n",
       "Q 12.546875 54.34375 14.6875 58.984375 \n",
       "Q 16.84375 63.625 21.265625 66.484375 \n",
       "Q 25.6875 69.34375 31.203125 69.34375 \n",
       "Q 36.328125 69.34375 40.625 66.015625 \n",
       "Q 43.453125 63.8125 43.453125 61.078125 \n",
       "Q 43.453125 59.625 42.1875 58.328125 \n",
       "Q 40.921875 57.03125 39.453125 57.03125 \n",
       "Q 38.328125 57.03125 37.078125 57.828125 \n",
       "Q 35.84375 58.640625 34.03125 61.296875 \n",
       "Q 32.234375 63.96875 30.71875 64.890625 \n",
       "Q 29.203125 65.828125 27.34375 65.828125 \n",
       "Q 25.09375 65.828125 23.53125 64.625 \n",
       "Q 21.96875 63.421875 21.28125 60.90625 \n",
       "Q 20.609375 58.40625 20.609375 47.953125 \n",
       "L 20.609375 44.734375 \n",
       "L 32.125 44.734375 \n",
       "L 32.125 41.21875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-66\"/>\n",
       "       <path d=\"M 5.375 -16.65625 \n",
       "L 5.375 -14.5 \n",
       "Q 10.40625 -12.84375 13.15625 -9.34375 \n",
       "Q 15.921875 -5.859375 15.921875 -1.953125 \n",
       "Q 15.921875 -1.03125 15.484375 -0.390625 \n",
       "Q 15.140625 0.046875 14.796875 0.046875 \n",
       "Q 14.265625 0.046875 12.453125 -0.921875 \n",
       "Q 11.578125 -1.375 10.59375 -1.375 \n",
       "Q 8.203125 -1.375 6.78125 0.046875 \n",
       "Q 5.375 1.46875 5.375 3.953125 \n",
       "Q 5.375 6.34375 7.203125 8.046875 \n",
       "Q 9.03125 9.765625 11.671875 9.765625 \n",
       "Q 14.890625 9.765625 17.40625 6.953125 \n",
       "Q 19.921875 4.15625 19.921875 -0.484375 \n",
       "Q 19.921875 -5.515625 16.421875 -9.828125 \n",
       "Q 12.9375 -14.15625 5.375 -16.65625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-2c\"/>\n",
       "       <path id=\"TimesNewRomanPSMT-20\"/>\n",
       "       <path d=\"M -0.09375 40.28125 \n",
       "L 13.671875 45.84375 \n",
       "L 15.53125 45.84375 \n",
       "L 15.53125 35.40625 \n",
       "Q 19 41.3125 22.484375 43.671875 \n",
       "Q 25.984375 46.046875 29.828125 46.046875 \n",
       "Q 36.578125 46.046875 41.0625 40.765625 \n",
       "Q 46.578125 34.328125 46.578125 23.96875 \n",
       "Q 46.578125 12.40625 39.9375 4.828125 \n",
       "Q 34.46875 -1.375 26.171875 -1.375 \n",
       "Q 22.5625 -1.375 19.921875 -0.34375 \n",
       "Q 17.96875 0.390625 15.53125 2.59375 \n",
       "L 15.53125 -11.03125 \n",
       "Q 15.53125 -15.625 16.09375 -16.859375 \n",
       "Q 16.65625 -18.109375 18.046875 -18.84375 \n",
       "Q 19.4375 -19.578125 23.09375 -19.578125 \n",
       "L 23.09375 -21.390625 \n",
       "L -0.34375 -21.390625 \n",
       "L -0.34375 -19.578125 \n",
       "L 0.875 -19.578125 \n",
       "Q 3.5625 -19.625 5.46875 -18.5625 \n",
       "Q 6.390625 -18.015625 6.90625 -16.8125 \n",
       "Q 7.421875 -15.625 7.421875 -10.75 \n",
       "L 7.421875 31.546875 \n",
       "Q 7.421875 35.890625 7.03125 37.0625 \n",
       "Q 6.640625 38.234375 5.78125 38.8125 \n",
       "Q 4.9375 39.40625 3.46875 39.40625 \n",
       "Q 2.296875 39.40625 0.484375 38.71875 \n",
       "z\n",
       "M 15.53125 32.515625 \n",
       "L 15.53125 15.828125 \n",
       "Q 15.53125 10.40625 15.96875 8.6875 \n",
       "Q 16.65625 5.859375 19.3125 3.703125 \n",
       "Q 21.96875 1.5625 26.03125 1.5625 \n",
       "Q 30.90625 1.5625 33.9375 5.375 \n",
       "Q 37.890625 10.359375 37.890625 19.390625 \n",
       "Q 37.890625 29.640625 33.40625 35.15625 \n",
       "Q 30.28125 38.96875 25.984375 38.96875 \n",
       "Q 23.640625 38.96875 21.34375 37.796875 \n",
       "Q 19.578125 36.921875 15.53125 32.515625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-70\"/>\n",
       "       <path d=\"M 16.265625 69.4375 \n",
       "L 16.265625 36.71875 \n",
       "Q 21.6875 42.671875 24.859375 44.359375 \n",
       "Q 28.03125 46.046875 31.203125 46.046875 \n",
       "Q 35.015625 46.046875 37.75 43.9375 \n",
       "Q 40.484375 41.84375 41.796875 37.359375 \n",
       "Q 42.71875 34.234375 42.71875 25.921875 \n",
       "L 42.71875 10.109375 \n",
       "Q 42.71875 5.859375 43.40625 4.296875 \n",
       "Q 43.890625 3.125 45.0625 2.4375 \n",
       "Q 46.234375 1.765625 49.359375 1.765625 \n",
       "L 49.359375 0 \n",
       "L 27.390625 0 \n",
       "L 27.390625 1.765625 \n",
       "L 28.421875 1.765625 \n",
       "Q 31.546875 1.765625 32.765625 2.703125 \n",
       "Q 33.984375 3.65625 34.46875 5.515625 \n",
       "Q 34.625 6.296875 34.625 10.109375 \n",
       "L 34.625 25.921875 \n",
       "Q 34.625 33.25 33.859375 35.546875 \n",
       "Q 33.109375 37.84375 31.4375 38.984375 \n",
       "Q 29.78125 40.140625 27.4375 40.140625 \n",
       "Q 25.046875 40.140625 22.453125 38.859375 \n",
       "Q 19.875 37.59375 16.265625 33.734375 \n",
       "L 16.265625 10.109375 \n",
       "Q 16.265625 5.515625 16.765625 4.390625 \n",
       "Q 17.28125 3.265625 18.671875 2.515625 \n",
       "Q 20.0625 1.765625 23.484375 1.765625 \n",
       "L 23.484375 0 \n",
       "L 1.3125 0 \n",
       "L 1.3125 1.765625 \n",
       "Q 4.296875 1.765625 6 2.6875 \n",
       "Q 6.984375 3.171875 7.5625 4.53125 \n",
       "Q 8.15625 5.90625 8.15625 10.109375 \n",
       "L 8.15625 50.59375 \n",
       "Q 8.15625 58.25 7.78125 60 \n",
       "Q 7.421875 61.765625 6.65625 62.390625 \n",
       "Q 5.90625 63.03125 4.640625 63.03125 \n",
       "Q 3.609375 63.03125 1.3125 62.25 \n",
       "L 0.640625 63.96875 \n",
       "L 14.015625 69.4375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-68\"/>\n",
       "       <path d=\"M 25 46.046875 \n",
       "Q 35.15625 46.046875 41.3125 38.328125 \n",
       "Q 46.53125 31.734375 46.53125 23.1875 \n",
       "Q 46.53125 17.1875 43.640625 11.03125 \n",
       "Q 40.765625 4.890625 35.71875 1.75 \n",
       "Q 30.671875 -1.375 24.46875 -1.375 \n",
       "Q 14.359375 -1.375 8.40625 6.6875 \n",
       "Q 3.375 13.484375 3.375 21.921875 \n",
       "Q 3.375 28.078125 6.421875 34.15625 \n",
       "Q 9.46875 40.234375 14.453125 43.140625 \n",
       "Q 19.4375 46.046875 25 46.046875 \n",
       "z\n",
       "M 23.484375 42.875 \n",
       "Q 20.90625 42.875 18.28125 41.328125 \n",
       "Q 15.671875 39.796875 14.0625 35.9375 \n",
       "Q 12.453125 32.078125 12.453125 26.03125 \n",
       "Q 12.453125 16.265625 16.328125 9.171875 \n",
       "Q 20.21875 2.09375 26.5625 2.09375 \n",
       "Q 31.296875 2.09375 34.375 6 \n",
       "Q 37.453125 9.90625 37.453125 19.4375 \n",
       "Q 37.453125 31.34375 32.328125 38.1875 \n",
       "Q 28.859375 42.875 23.484375 42.875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6f\"/>\n",
       "       <path d=\"M 42.328125 44.734375 \n",
       "L 42.328125 17.625 \n",
       "Q 42.328125 9.859375 42.6875 8.125 \n",
       "Q 43.0625 6.390625 43.859375 5.703125 \n",
       "Q 44.671875 5.03125 45.75 5.03125 \n",
       "Q 47.265625 5.03125 49.171875 5.859375 \n",
       "L 49.859375 4.15625 \n",
       "L 36.46875 -1.375 \n",
       "L 34.28125 -1.375 \n",
       "L 34.28125 8.109375 \n",
       "Q 28.515625 1.859375 25.484375 0.234375 \n",
       "Q 22.46875 -1.375 19.09375 -1.375 \n",
       "Q 15.328125 -1.375 12.5625 0.796875 \n",
       "Q 9.8125 2.984375 8.734375 6.390625 \n",
       "Q 7.671875 9.8125 7.671875 16.0625 \n",
       "L 7.671875 36.03125 \n",
       "Q 7.671875 39.203125 6.984375 40.421875 \n",
       "Q 6.296875 41.65625 4.953125 42.3125 \n",
       "Q 3.609375 42.96875 0.09375 42.921875 \n",
       "L 0.09375 44.734375 \n",
       "L 15.765625 44.734375 \n",
       "L 15.765625 14.796875 \n",
       "Q 15.765625 8.546875 17.9375 6.59375 \n",
       "Q 20.125 4.640625 23.1875 4.640625 \n",
       "Q 25.296875 4.640625 27.953125 5.953125 \n",
       "Q 30.609375 7.28125 34.28125 10.984375 \n",
       "L 34.28125 36.328125 \n",
       "Q 34.28125 40.140625 32.890625 41.484375 \n",
       "Q 31.5 42.828125 27.09375 42.921875 \n",
       "L 27.09375 44.734375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-75\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(189.185156 309.568125)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"61.083984\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"88.867188\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"133.251953\" xlink:href=\"#TimesNewRomanPSMT-2c\"/>\n",
       "       <use x=\"158.251953\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"183.251953\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "       <use x=\"233.251953\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"277.636719\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"305.419922\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"355.419922\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"380.419922\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"430.419922\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"463.720703\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"488.720703\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"538.720703\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"588.720703\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"616.503906\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "       <use x=\"666.503906\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"716.503906\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"text_4\">\n",
       "      <!-- R object not found -->\n",
       "      <defs>\n",
       "       <path d=\"M 67.578125 0 \n",
       "L 49.90625 0 \n",
       "L 27.484375 30.953125 \n",
       "Q 25 30.859375 23.4375 30.859375 \n",
       "Q 22.796875 30.859375 22.0625 30.875 \n",
       "Q 21.34375 30.90625 20.5625 30.953125 \n",
       "L 20.5625 11.71875 \n",
       "Q 20.5625 5.46875 21.921875 3.953125 \n",
       "Q 23.78125 1.8125 27.484375 1.8125 \n",
       "L 30.078125 1.8125 \n",
       "L 30.078125 0 \n",
       "L 1.703125 0 \n",
       "L 1.703125 1.8125 \n",
       "L 4.203125 1.8125 \n",
       "Q 8.40625 1.8125 10.203125 4.546875 \n",
       "Q 11.234375 6.0625 11.234375 11.71875 \n",
       "L 11.234375 54.5 \n",
       "Q 11.234375 60.75 9.859375 62.25 \n",
       "Q 7.953125 64.40625 4.203125 64.40625 \n",
       "L 1.703125 64.40625 \n",
       "L 1.703125 66.21875 \n",
       "L 25.828125 66.21875 \n",
       "Q 36.375 66.21875 41.375 64.671875 \n",
       "Q 46.390625 63.140625 49.875 59.015625 \n",
       "Q 53.375 54.890625 53.375 49.171875 \n",
       "Q 53.375 43.0625 49.390625 38.5625 \n",
       "Q 45.40625 34.078125 37.0625 32.234375 \n",
       "L 50.734375 13.234375 \n",
       "Q 55.421875 6.6875 58.78125 4.53125 \n",
       "Q 62.15625 2.390625 67.578125 1.8125 \n",
       "z\n",
       "M 20.5625 34.03125 \n",
       "Q 21.484375 34.03125 22.171875 34 \n",
       "Q 22.859375 33.984375 23.296875 33.984375 \n",
       "Q 32.765625 33.984375 37.578125 38.078125 \n",
       "Q 42.390625 42.1875 42.390625 48.53125 \n",
       "Q 42.390625 54.734375 38.5 58.609375 \n",
       "Q 34.625 62.5 28.21875 62.5 \n",
       "Q 25.390625 62.5 20.5625 61.578125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-52\"/>\n",
       "       <path d=\"M 14.453125 69.484375 \n",
       "Q 16.546875 69.484375 18.015625 68.015625 \n",
       "Q 19.484375 66.546875 19.484375 64.453125 \n",
       "Q 19.484375 62.40625 18.015625 60.9375 \n",
       "Q 16.546875 59.46875 14.453125 59.46875 \n",
       "Q 12.40625 59.46875 10.9375 60.9375 \n",
       "Q 9.46875 62.40625 9.46875 64.453125 \n",
       "Q 9.46875 66.546875 10.9375 68.015625 \n",
       "Q 12.40625 69.484375 14.453125 69.484375 \n",
       "z\n",
       "M 18.65625 46.046875 \n",
       "L 18.65625 1.03125 \n",
       "Q 18.65625 -10.453125 13.765625 -16.015625 \n",
       "Q 8.890625 -21.578125 1.078125 -21.578125 \n",
       "Q -3.375 -21.578125 -5.515625 -19.96875 \n",
       "Q -7.671875 -18.359375 -7.671875 -16.65625 \n",
       "Q -7.671875 -14.9375 -6.46875 -13.71875 \n",
       "Q -5.28125 -12.5 -3.65625 -12.5 \n",
       "Q -2.390625 -12.5 -1.078125 -13.140625 \n",
       "Q -0.25 -13.484375 2.125 -15.59375 \n",
       "Q 4.5 -17.71875 6.109375 -17.71875 \n",
       "Q 7.28125 -17.71875 8.390625 -16.8125 \n",
       "Q 9.515625 -15.921875 10.046875 -13.796875 \n",
       "Q 10.59375 -11.671875 10.59375 -4.59375 \n",
       "L 10.59375 27.25 \n",
       "Q 10.59375 34.625 10.15625 36.71875 \n",
       "Q 9.8125 38.328125 9.078125 38.9375 \n",
       "Q 8.34375 39.546875 7.078125 39.546875 \n",
       "Q 5.71875 39.546875 3.765625 38.8125 \n",
       "L 3.078125 40.578125 \n",
       "L 16.546875 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6a\"/>\n",
       "       <path d=\"M 41.109375 17 \n",
       "Q 39.3125 8.15625 34.03125 3.390625 \n",
       "Q 28.765625 -1.375 22.359375 -1.375 \n",
       "Q 14.75 -1.375 9.078125 5.015625 \n",
       "Q 3.421875 11.421875 3.421875 22.3125 \n",
       "Q 3.421875 32.859375 9.6875 39.453125 \n",
       "Q 15.96875 46.046875 24.75 46.046875 \n",
       "Q 31.34375 46.046875 35.59375 42.546875 \n",
       "Q 39.84375 39.0625 39.84375 35.296875 \n",
       "Q 39.84375 33.453125 38.640625 32.296875 \n",
       "Q 37.453125 31.15625 35.296875 31.15625 \n",
       "Q 32.421875 31.15625 30.953125 33.015625 \n",
       "Q 30.125 34.03125 29.859375 36.90625 \n",
       "Q 29.59375 39.796875 27.875 41.3125 \n",
       "Q 26.171875 42.78125 23.140625 42.78125 \n",
       "Q 18.265625 42.78125 15.28125 39.15625 \n",
       "Q 11.328125 34.375 11.328125 26.515625 \n",
       "Q 11.328125 18.5 15.25 12.375 \n",
       "Q 19.1875 6.25 25.875 6.25 \n",
       "Q 30.671875 6.25 34.46875 9.515625 \n",
       "Q 37.15625 11.765625 39.703125 17.671875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-63\"/>\n",
       "       <path d=\"M 16.15625 36.578125 \n",
       "Q 24.03125 46.046875 31.15625 46.046875 \n",
       "Q 34.8125 46.046875 37.453125 44.21875 \n",
       "Q 40.09375 42.390625 41.65625 38.1875 \n",
       "Q 42.71875 35.25 42.71875 29.203125 \n",
       "L 42.71875 10.109375 \n",
       "Q 42.71875 5.859375 43.40625 4.34375 \n",
       "Q 43.953125 3.125 45.140625 2.4375 \n",
       "Q 46.34375 1.765625 49.5625 1.765625 \n",
       "L 49.5625 0 \n",
       "L 27.4375 0 \n",
       "L 27.4375 1.765625 \n",
       "L 28.375 1.765625 \n",
       "Q 31.5 1.765625 32.734375 2.703125 \n",
       "Q 33.984375 3.65625 34.46875 5.515625 \n",
       "Q 34.671875 6.25 34.671875 10.109375 \n",
       "L 34.671875 28.421875 \n",
       "Q 34.671875 34.515625 33.078125 37.28125 \n",
       "Q 31.5 40.046875 27.734375 40.046875 \n",
       "Q 21.921875 40.046875 16.15625 33.6875 \n",
       "L 16.15625 10.109375 \n",
       "Q 16.15625 5.5625 16.703125 4.5 \n",
       "Q 17.390625 3.078125 18.578125 2.421875 \n",
       "Q 19.78125 1.765625 23.4375 1.765625 \n",
       "L 23.4375 0 \n",
       "L 1.3125 0 \n",
       "L 1.3125 1.765625 \n",
       "L 2.296875 1.765625 \n",
       "Q 5.71875 1.765625 6.90625 3.484375 \n",
       "Q 8.109375 5.21875 8.109375 10.109375 \n",
       "L 8.109375 26.703125 \n",
       "Q 8.109375 34.765625 7.734375 36.515625 \n",
       "Q 7.375 38.28125 6.609375 38.90625 \n",
       "Q 5.859375 39.546875 4.59375 39.546875 \n",
       "Q 3.21875 39.546875 1.3125 38.8125 \n",
       "L 0.59375 40.578125 \n",
       "L 14.0625 46.046875 \n",
       "L 16.15625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6e\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(244.978125 309.8525)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-52\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"91.699219\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"141.699219\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "       <use x=\"191.699219\" xlink:href=\"#TimesNewRomanPSMT-6a\"/>\n",
       "       <use x=\"219.482422\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"263.867188\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"308.251953\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"336.035156\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"361.035156\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "       <use x=\"411.035156\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"461.035156\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"488.818359\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"513.818359\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "       <use x=\"547.119141\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"597.119141\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"647.119141\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "       <use x=\"697.119141\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"text_5\">\n",
       "      <!-- other -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(300.785156 255.686875)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"77.783203\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"127.783203\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"172.167969\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"text_6\">\n",
       "      <!-- reached time limit -->\n",
       "      <defs>\n",
       "       <path d=\"M 16.40625 36.53125 \n",
       "Q 21.296875 41.40625 22.171875 42.140625 \n",
       "Q 24.359375 44 26.890625 45.015625 \n",
       "Q 29.4375 46.046875 31.9375 46.046875 \n",
       "Q 36.140625 46.046875 39.15625 43.59375 \n",
       "Q 42.1875 41.15625 43.21875 36.53125 \n",
       "Q 48.25 42.390625 51.703125 44.21875 \n",
       "Q 55.171875 46.046875 58.84375 46.046875 \n",
       "Q 62.40625 46.046875 65.15625 44.21875 \n",
       "Q 67.921875 42.390625 69.53125 38.234375 \n",
       "Q 70.609375 35.40625 70.609375 29.34375 \n",
       "L 70.609375 10.109375 \n",
       "Q 70.609375 5.90625 71.234375 4.34375 \n",
       "Q 71.734375 3.265625 73.046875 2.515625 \n",
       "Q 74.359375 1.765625 77.34375 1.765625 \n",
       "L 77.34375 0 \n",
       "L 55.28125 0 \n",
       "L 55.28125 1.765625 \n",
       "L 56.203125 1.765625 \n",
       "Q 59.078125 1.765625 60.6875 2.875 \n",
       "Q 61.8125 3.65625 62.3125 5.375 \n",
       "Q 62.5 6.203125 62.5 10.109375 \n",
       "L 62.5 29.34375 \n",
       "Q 62.5 34.8125 61.1875 37.0625 \n",
       "Q 59.28125 40.1875 55.078125 40.1875 \n",
       "Q 52.484375 40.1875 49.875 38.890625 \n",
       "Q 47.265625 37.59375 43.5625 34.078125 \n",
       "L 43.453125 33.546875 \n",
       "L 43.5625 31.453125 \n",
       "L 43.5625 10.109375 \n",
       "Q 43.5625 5.515625 44.0625 4.390625 \n",
       "Q 44.578125 3.265625 45.984375 2.515625 \n",
       "Q 47.40625 1.765625 50.828125 1.765625 \n",
       "L 50.828125 0 \n",
       "L 28.21875 0 \n",
       "L 28.21875 1.765625 \n",
       "Q 31.9375 1.765625 33.328125 2.640625 \n",
       "Q 34.71875 3.515625 35.25 5.28125 \n",
       "Q 35.5 6.109375 35.5 10.109375 \n",
       "L 35.5 29.34375 \n",
       "Q 35.5 34.8125 33.890625 37.203125 \n",
       "Q 31.734375 40.328125 27.875 40.328125 \n",
       "Q 25.25 40.328125 22.65625 38.921875 \n",
       "Q 18.609375 36.765625 16.40625 34.078125 \n",
       "L 16.40625 10.109375 \n",
       "Q 16.40625 5.71875 17.015625 4.390625 \n",
       "Q 17.625 3.078125 18.8125 2.421875 \n",
       "Q 20.015625 1.765625 23.6875 1.765625 \n",
       "L 23.6875 0 \n",
       "L 1.5625 0 \n",
       "L 1.5625 1.765625 \n",
       "Q 4.640625 1.765625 5.859375 2.421875 \n",
       "Q 7.078125 3.078125 7.703125 4.515625 \n",
       "Q 8.34375 5.953125 8.34375 10.109375 \n",
       "L 8.34375 27.203125 \n",
       "Q 8.34375 34.578125 7.90625 36.71875 \n",
       "Q 7.5625 38.328125 6.828125 38.9375 \n",
       "Q 6.109375 39.546875 4.828125 39.546875 \n",
       "Q 3.46875 39.546875 1.5625 38.8125 \n",
       "L 0.828125 40.578125 \n",
       "L 14.3125 46.046875 \n",
       "L 16.40625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6d\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(356.585156 307.89)rotate(-90)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"77.685547\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"122.070312\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"166.455078\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"216.455078\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"260.839844\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "       <use x=\"310.839844\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"335.839844\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"363.623047\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"391.40625\" xlink:href=\"#TimesNewRomanPSMT-6d\"/>\n",
       "       <use x=\"469.189453\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"513.574219\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"538.574219\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"566.357422\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"594.140625\" xlink:href=\"#TimesNewRomanPSMT-6d\"/>\n",
       "       <use x=\"671.923828\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"699.707031\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- error_type -->\n",
       "     <defs>\n",
       "      <path d=\"M 50.875 -21.578125 \n",
       "L -0.828125 -21.578125 \n",
       "L -0.828125 -17.484375 \n",
       "L 50.875 -17.484375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-5f\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(193.860156 320.7775)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"44.384766\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"77.685547\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"110.986328\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"160.986328\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"194.287109\" xlink:href=\"#TimesNewRomanPSMT-5f\"/>\n",
       "      <use x=\"244.287109\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      <use x=\"272.070312\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "      <use x=\"322.070312\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "      <use x=\"372.070312\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 228.14 \n",
       "L 382.082812 228.14 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 3.609375 32.71875 \n",
       "Q 3.609375 44.046875 7.03125 52.21875 \n",
       "Q 10.453125 60.40625 16.109375 64.40625 \n",
       "Q 20.515625 67.578125 25.203125 67.578125 \n",
       "Q 32.8125 67.578125 38.875 59.8125 \n",
       "Q 46.4375 50.203125 46.4375 33.734375 \n",
       "Q 46.4375 22.21875 43.109375 14.15625 \n",
       "Q 39.796875 6.109375 34.640625 2.46875 \n",
       "Q 29.5 -1.171875 24.703125 -1.171875 \n",
       "Q 15.234375 -1.171875 8.9375 10.015625 \n",
       "Q 3.609375 19.4375 3.609375 32.71875 \n",
       "z\n",
       "M 13.1875 31.5 \n",
       "Q 13.1875 17.828125 16.546875 9.1875 \n",
       "Q 19.34375 1.90625 24.859375 1.90625 \n",
       "Q 27.484375 1.90625 30.3125 4.265625 \n",
       "Q 33.15625 6.640625 34.625 12.203125 \n",
       "Q 36.859375 20.609375 36.859375 35.890625 \n",
       "Q 36.859375 47.21875 34.515625 54.78125 \n",
       "Q 32.765625 60.40625 29.984375 62.75 \n",
       "Q 27.984375 64.359375 25.140625 64.359375 \n",
       "Q 21.828125 64.359375 19.234375 61.375 \n",
       "Q 15.71875 57.328125 14.453125 48.625 \n",
       "Q 13.1875 39.9375 13.1875 31.5 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(35.282813 231.611875)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 200.094806 \n",
       "L 382.082812 200.094806 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 250 -->\n",
       "      <defs>\n",
       "       <path d=\"M 45.84375 12.75 \n",
       "L 41.21875 0 \n",
       "L 2.15625 0 \n",
       "L 2.15625 1.8125 \n",
       "Q 19.390625 17.53125 26.421875 27.484375 \n",
       "Q 33.453125 37.453125 33.453125 45.703125 \n",
       "Q 33.453125 52 29.59375 56.046875 \n",
       "Q 25.734375 60.109375 20.359375 60.109375 \n",
       "Q 15.484375 60.109375 11.59375 57.25 \n",
       "Q 7.71875 54.390625 5.859375 48.875 \n",
       "L 4.046875 48.875 \n",
       "Q 5.28125 57.90625 10.328125 62.734375 \n",
       "Q 15.375 67.578125 22.953125 67.578125 \n",
       "Q 31 67.578125 36.390625 62.40625 \n",
       "Q 41.796875 57.234375 41.796875 50.203125 \n",
       "Q 41.796875 45.171875 39.453125 40.140625 \n",
       "Q 35.84375 32.234375 27.734375 23.390625 \n",
       "Q 15.578125 10.109375 12.546875 7.375 \n",
       "L 29.828125 7.375 \n",
       "Q 35.109375 7.375 37.234375 7.765625 \n",
       "Q 39.359375 8.15625 41.0625 9.34375 \n",
       "Q 42.78125 10.546875 44.046875 12.75 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-32\"/>\n",
       "       <path d=\"M 43.40625 66.21875 \n",
       "L 39.59375 57.90625 \n",
       "L 19.671875 57.90625 \n",
       "L 15.328125 49.03125 \n",
       "Q 28.265625 47.125 35.84375 39.40625 \n",
       "Q 42.328125 32.765625 42.328125 23.78125 \n",
       "Q 42.328125 18.5625 40.203125 14.109375 \n",
       "Q 38.09375 9.671875 34.859375 6.546875 \n",
       "Q 31.640625 3.421875 27.6875 1.515625 \n",
       "Q 22.078125 -1.171875 16.15625 -1.171875 \n",
       "Q 10.203125 -1.171875 7.484375 0.84375 \n",
       "Q 4.78125 2.875 4.78125 5.328125 \n",
       "Q 4.78125 6.6875 5.90625 7.734375 \n",
       "Q 7.03125 8.796875 8.734375 8.796875 \n",
       "Q 10.015625 8.796875 10.96875 8.40625 \n",
       "Q 11.921875 8.015625 14.203125 6.390625 \n",
       "Q 17.875 3.859375 21.625 3.859375 \n",
       "Q 27.34375 3.859375 31.65625 8.171875 \n",
       "Q 35.984375 12.5 35.984375 18.703125 \n",
       "Q 35.984375 24.703125 32.125 29.90625 \n",
       "Q 28.265625 35.109375 21.484375 37.9375 \n",
       "Q 16.15625 40.140625 6.984375 40.484375 \n",
       "L 19.671875 66.21875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-35\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.282813 203.566681)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-32\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 172.049612 \n",
       "L 382.082812 172.049612 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 500 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.282813 175.521487)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 144.004417 \n",
       "L 382.082812 144.004417 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 750 -->\n",
       "      <defs>\n",
       "       <path d=\"M 10.0625 66.21875 \n",
       "L 45.5625 66.21875 \n",
       "L 45.5625 64.359375 \n",
       "L 23.484375 -1.375 \n",
       "L 18.015625 -1.375 \n",
       "L 37.796875 58.25 \n",
       "L 19.578125 58.25 \n",
       "Q 14.0625 58.25 11.71875 56.9375 \n",
       "Q 7.625 54.6875 5.125 50 \n",
       "L 3.71875 50.53125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-37\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.282813 147.476292)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-37\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 115.959223 \n",
       "L 382.082812 115.959223 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 1000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 11.71875 59.71875 \n",
       "L 27.828125 67.578125 \n",
       "L 29.4375 67.578125 \n",
       "L 29.4375 11.671875 \n",
       "Q 29.4375 6.109375 29.90625 4.734375 \n",
       "Q 30.375 3.375 31.828125 2.640625 \n",
       "Q 33.296875 1.90625 37.796875 1.8125 \n",
       "L 37.796875 0 \n",
       "L 12.890625 0 \n",
       "L 12.890625 1.8125 \n",
       "Q 17.578125 1.90625 18.9375 2.609375 \n",
       "Q 20.3125 3.328125 20.84375 4.515625 \n",
       "Q 21.390625 5.71875 21.390625 11.671875 \n",
       "L 21.390625 47.40625 \n",
       "Q 21.390625 54.640625 20.90625 56.6875 \n",
       "Q 20.5625 58.25 19.65625 58.984375 \n",
       "Q 18.75 59.71875 17.484375 59.71875 \n",
       "Q 15.671875 59.71875 12.453125 58.203125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 119.431098)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 87.914029 \n",
       "L 382.082812 87.914029 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1250 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 91.385904)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-32\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 59.868835 \n",
       "L 382.082812 59.868835 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 1500 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 63.34071)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <path clip-path=\"url(#p734de58fb3)\" d=\"M 47.282813 31.82364 \n",
       "L 382.082812 31.82364 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 1750 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 35.295515)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-37\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- count -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.14375 130.528594)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"44.384766\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"94.384766\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "      <use x=\"144.384766\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"194.384766\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#p734de58fb3)\" d=\"M 52.862813 228.14 \n",
       "L 97.502813 228.14 \n",
       "L 97.502813 187.64274 \n",
       "L 52.862813 187.64274 \n",
       "z\n",
       "\" style=\"fill:#3274a1;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#p734de58fb3)\" d=\"M 108.662812 228.14 \n",
       "L 153.302812 228.14 \n",
       "L 153.302812 21.054286 \n",
       "L 108.662812 21.054286 \n",
       "z\n",
       "\" style=\"fill:#e1812c;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#p734de58fb3)\" d=\"M 164.462812 228.14 \n",
       "L 209.102812 228.14 \n",
       "L 209.102812 184.83822 \n",
       "L 164.462812 184.83822 \n",
       "z\n",
       "\" style=\"fill:#3a923a;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#p734de58fb3)\" d=\"M 220.262812 228.14 \n",
       "L 264.902812 228.14 \n",
       "L 264.902812 207.498737 \n",
       "L 220.262812 207.498737 \n",
       "z\n",
       "\" style=\"fill:#c03d3e;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#p734de58fb3)\" d=\"M 276.062812 228.14 \n",
       "L 320.702812 228.14 \n",
       "L 320.702812 222.082238 \n",
       "L 276.062812 222.082238 \n",
       "z\n",
       "\" style=\"fill:#9372b2;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#p734de58fb3)\" d=\"M 331.862812 228.14 \n",
       "L 376.502812 228.14 \n",
       "L 376.502812 227.018192 \n",
       "L 331.862812 227.018192 \n",
       "z\n",
       "\" style=\"fill:#845b53;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 47.282813 228.14 \n",
       "L 47.282813 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 382.082812 228.14 \n",
       "L 382.082812 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 47.282813 228.14 \n",
       "L 382.082812 228.14 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 47.282813 10.7 \n",
       "L 382.082812 10.7 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p734de58fb3\">\n",
       "   <rect height=\"217.44\" width=\"334.8\" x=\"47.282813\" y=\"10.7\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(x=\"error_type\", data=df2)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# new temp dataframe\n",
    "d = {'error_type': df1['error_type']}\n",
    "df = pd.DataFrame(data=d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>error_type</th>\n",
       "      <th>origin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>library</td>\n",
       "      <td>after code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>R object not found</td>\n",
       "      <td>after code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>file, path or output</td>\n",
       "      <td>after code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>library</td>\n",
       "      <td>after code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>library</td>\n",
       "      <td>after code cleaning</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              error_type               origin\n",
       "2                library  after code cleaning\n",
       "5     R object not found  after code cleaning\n",
       "8   file, path or output  after code cleaning\n",
       "9                library  after code cleaning\n",
       "10               library  after code cleaning"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['origin']='after code cleaning'\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>error_type</th>\n",
       "      <th>origin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>setwd</td>\n",
       "      <td>before code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>library</td>\n",
       "      <td>before code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>file, path or output</td>\n",
       "      <td>before code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>file, path or output</td>\n",
       "      <td>before code cleaning</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>file, path or output</td>\n",
       "      <td>before code cleaning</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              error_type                origin\n",
       "45                 setwd  before code cleaning\n",
       "46               library  before code cleaning\n",
       "47  file, path or output  before code cleaning\n",
       "48  file, path or output  before code cleaning\n",
       "49  file, path or output  before code cleaning"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp = pd.DataFrame(data={'error_type': df2['error_type']})\n",
    "temp['origin']='before code cleaning'\n",
    "temp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = temp.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
       "<svg height=\"337.953437pt\" version=\"1.1\" viewBox=\"0 0 727.582813 337.953437\" width=\"727.582813pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 337.953437 \n",
       "L 727.582813 337.953437 \n",
       "L 727.582813 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill:none;\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 47.282813 296.11 \n",
       "L 716.882812 296.11 \n",
       "L 716.882812 24.31 \n",
       "L 47.282813 24.31 \n",
       "z\n",
       "\" style=\"fill:#ffffff;\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"text_1\">\n",
       "      <!-- setwd -->\n",
       "      <defs>\n",
       "       <path d=\"M 32.03125 46.046875 \n",
       "L 32.03125 30.8125 \n",
       "L 30.421875 30.8125 \n",
       "Q 28.5625 37.984375 25.65625 40.578125 \n",
       "Q 22.75 43.171875 18.265625 43.171875 \n",
       "Q 14.84375 43.171875 12.734375 41.359375 \n",
       "Q 10.640625 39.546875 10.640625 37.359375 \n",
       "Q 10.640625 34.625 12.203125 32.671875 \n",
       "Q 13.71875 30.671875 18.359375 28.421875 \n",
       "L 25.484375 24.953125 \n",
       "Q 35.40625 20.125 35.40625 12.203125 \n",
       "Q 35.40625 6.109375 30.78125 2.359375 \n",
       "Q 26.171875 -1.375 20.453125 -1.375 \n",
       "Q 16.359375 -1.375 11.078125 0.09375 \n",
       "Q 9.46875 0.59375 8.453125 0.59375 \n",
       "Q 7.328125 0.59375 6.6875 -0.6875 \n",
       "L 5.078125 -0.6875 \n",
       "L 5.078125 15.28125 \n",
       "L 6.6875 15.28125 \n",
       "Q 8.0625 8.453125 11.90625 4.984375 \n",
       "Q 15.765625 1.515625 20.5625 1.515625 \n",
       "Q 23.921875 1.515625 26.046875 3.484375 \n",
       "Q 28.171875 5.46875 28.171875 8.25 \n",
       "Q 28.171875 11.625 25.796875 13.921875 \n",
       "Q 23.4375 16.21875 16.359375 19.734375 \n",
       "Q 9.28125 23.25 7.078125 26.078125 \n",
       "Q 4.890625 28.859375 4.890625 33.109375 \n",
       "Q 4.890625 38.625 8.671875 42.328125 \n",
       "Q 12.453125 46.046875 18.453125 46.046875 \n",
       "Q 21.09375 46.046875 24.859375 44.921875 \n",
       "Q 27.34375 44.1875 28.171875 44.1875 \n",
       "Q 28.953125 44.1875 29.390625 44.53125 \n",
       "Q 29.828125 44.875 30.421875 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-73\"/>\n",
       "       <path d=\"M 10.640625 27.875 \n",
       "Q 10.59375 17.921875 15.484375 12.25 \n",
       "Q 20.359375 6.59375 26.953125 6.59375 \n",
       "Q 31.34375 6.59375 34.59375 9 \n",
       "Q 37.84375 11.421875 40.046875 17.28125 \n",
       "L 41.546875 16.3125 \n",
       "Q 40.53125 9.625 35.59375 4.125 \n",
       "Q 30.671875 -1.375 23.25 -1.375 \n",
       "Q 15.1875 -1.375 9.453125 4.90625 \n",
       "Q 3.71875 11.1875 3.71875 21.78125 \n",
       "Q 3.71875 33.25 9.59375 39.671875 \n",
       "Q 15.484375 46.09375 24.359375 46.09375 \n",
       "Q 31.890625 46.09375 36.71875 41.140625 \n",
       "Q 41.546875 36.1875 41.546875 27.875 \n",
       "z\n",
       "M 10.640625 30.71875 \n",
       "L 31.34375 30.71875 \n",
       "Q 31.109375 35.015625 30.328125 36.765625 \n",
       "Q 29.109375 39.5 26.6875 41.0625 \n",
       "Q 24.265625 42.625 21.625 42.625 \n",
       "Q 17.578125 42.625 14.375 39.46875 \n",
       "Q 11.1875 36.328125 10.640625 30.71875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-65\"/>\n",
       "       <path d=\"M 16.109375 59.421875 \n",
       "L 16.109375 44.734375 \n",
       "L 26.5625 44.734375 \n",
       "L 26.5625 41.3125 \n",
       "L 16.109375 41.3125 \n",
       "L 16.109375 12.3125 \n",
       "Q 16.109375 7.953125 17.359375 6.4375 \n",
       "Q 18.609375 4.9375 20.5625 4.9375 \n",
       "Q 22.171875 4.9375 23.6875 5.9375 \n",
       "Q 25.203125 6.9375 26.03125 8.890625 \n",
       "L 27.9375 8.890625 \n",
       "Q 26.21875 4.109375 23.09375 1.6875 \n",
       "Q 19.96875 -0.734375 16.65625 -0.734375 \n",
       "Q 14.40625 -0.734375 12.25 0.515625 \n",
       "Q 10.109375 1.765625 9.078125 4.078125 \n",
       "Q 8.0625 6.390625 8.0625 11.234375 \n",
       "L 8.0625 41.3125 \n",
       "L 0.984375 41.3125 \n",
       "L 0.984375 42.921875 \n",
       "Q 3.65625 44 6.46875 46.5625 \n",
       "Q 9.28125 49.125 11.46875 52.640625 \n",
       "Q 12.59375 54.5 14.59375 59.421875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-74\"/>\n",
       "       <path d=\"M 0.640625 44.734375 \n",
       "L 19.390625 44.734375 \n",
       "L 19.390625 42.921875 \n",
       "Q 16.796875 42.71875 15.984375 41.984375 \n",
       "Q 15.1875 41.265625 15.1875 39.890625 \n",
       "Q 15.1875 38.375 16.015625 36.234375 \n",
       "L 25.59375 10.5 \n",
       "L 35.203125 31.453125 \n",
       "L 32.671875 38.03125 \n",
       "Q 31.5 40.96875 29.59375 42.09375 \n",
       "Q 28.515625 42.78125 25.59375 42.921875 \n",
       "L 25.59375 44.734375 \n",
       "L 46.875 44.734375 \n",
       "L 46.875 42.921875 \n",
       "Q 43.359375 42.78125 41.890625 41.65625 \n",
       "Q 40.921875 40.875 40.921875 39.15625 \n",
       "Q 40.921875 38.1875 41.3125 37.15625 \n",
       "L 51.46875 11.46875 \n",
       "L 60.890625 36.234375 \n",
       "Q 61.859375 38.875 61.859375 40.4375 \n",
       "Q 61.859375 41.359375 60.90625 42.09375 \n",
       "Q 59.96875 42.828125 57.171875 42.921875 \n",
       "L 57.171875 44.734375 \n",
       "L 71.296875 44.734375 \n",
       "L 71.296875 42.921875 \n",
       "Q 67.046875 42.28125 65.046875 37.15625 \n",
       "L 50.09375 -1.375 \n",
       "L 48.09375 -1.375 \n",
       "L 36.921875 27.203125 \n",
       "L 23.875 -1.375 \n",
       "L 22.078125 -1.375 \n",
       "L 7.71875 36.234375 \n",
       "Q 6.296875 39.796875 4.921875 41.03125 \n",
       "Q 3.5625 42.28125 0.640625 42.921875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-77\"/>\n",
       "       <path d=\"M 34.71875 5.03125 \n",
       "Q 31.453125 1.609375 28.328125 0.109375 \n",
       "Q 25.203125 -1.375 21.578125 -1.375 \n",
       "Q 14.265625 -1.375 8.796875 4.75 \n",
       "Q 3.328125 10.890625 3.328125 20.515625 \n",
       "Q 3.328125 30.125 9.375 38.109375 \n",
       "Q 15.4375 46.09375 24.953125 46.09375 \n",
       "Q 30.859375 46.09375 34.71875 42.328125 \n",
       "L 34.71875 50.59375 \n",
       "Q 34.71875 58.25 34.34375 60 \n",
       "Q 33.984375 61.765625 33.203125 62.390625 \n",
       "Q 32.421875 63.03125 31.25 63.03125 \n",
       "Q 29.984375 63.03125 27.875 62.25 \n",
       "L 27.25 63.96875 \n",
       "L 40.578125 69.4375 \n",
       "L 42.78125 69.4375 \n",
       "L 42.78125 17.71875 \n",
       "Q 42.78125 9.859375 43.140625 8.125 \n",
       "Q 43.5 6.390625 44.3125 5.703125 \n",
       "Q 45.125 5.03125 46.1875 5.03125 \n",
       "Q 47.515625 5.03125 49.703125 5.859375 \n",
       "L 50.25 4.15625 \n",
       "L 36.96875 -1.375 \n",
       "L 34.71875 -1.375 \n",
       "z\n",
       "M 34.71875 8.453125 \n",
       "L 34.71875 31.5 \n",
       "Q 34.421875 34.8125 32.953125 37.546875 \n",
       "Q 31.5 40.28125 29.078125 41.671875 \n",
       "Q 26.65625 43.0625 24.359375 43.0625 \n",
       "Q 20.0625 43.0625 16.703125 39.203125 \n",
       "Q 12.25 34.125 12.25 24.359375 \n",
       "Q 12.25 14.5 16.546875 9.25 \n",
       "Q 20.84375 4 26.125 4 \n",
       "Q 30.5625 4 34.71875 8.453125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-64\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(81.112634 311.4425)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "       <use x=\"38.916016\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"83.300781\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"111.083984\" xlink:href=\"#TimesNewRomanPSMT-77\"/>\n",
       "       <use x=\"183.300781\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"text_2\">\n",
       "      <!-- library -->\n",
       "      <defs>\n",
       "       <path d=\"M 18.5 69.4375 \n",
       "L 18.5 10.109375 \n",
       "Q 18.5 5.90625 19.109375 4.53125 \n",
       "Q 19.734375 3.171875 21 2.46875 \n",
       "Q 22.265625 1.765625 25.734375 1.765625 \n",
       "L 25.734375 0 \n",
       "L 3.8125 0 \n",
       "L 3.8125 1.765625 \n",
       "Q 6.890625 1.765625 8 2.390625 \n",
       "Q 9.125 3.03125 9.765625 4.484375 \n",
       "Q 10.40625 5.953125 10.40625 10.109375 \n",
       "L 10.40625 50.734375 \n",
       "Q 10.40625 58.296875 10.0625 60.03125 \n",
       "Q 9.71875 61.765625 8.953125 62.390625 \n",
       "Q 8.203125 63.03125 7.03125 63.03125 \n",
       "Q 5.765625 63.03125 3.8125 62.25 \n",
       "L 2.984375 63.96875 \n",
       "L 16.3125 69.4375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6c\"/>\n",
       "       <path d=\"M 14.5 69.4375 \n",
       "Q 16.546875 69.4375 17.984375 67.984375 \n",
       "Q 19.4375 66.546875 19.4375 64.5 \n",
       "Q 19.4375 62.453125 17.984375 60.984375 \n",
       "Q 16.546875 59.515625 14.5 59.515625 \n",
       "Q 12.453125 59.515625 10.984375 60.984375 \n",
       "Q 9.515625 62.453125 9.515625 64.5 \n",
       "Q 9.515625 66.546875 10.953125 67.984375 \n",
       "Q 12.40625 69.4375 14.5 69.4375 \n",
       "z\n",
       "M 18.5625 46.046875 \n",
       "L 18.5625 10.109375 \n",
       "Q 18.5625 5.90625 19.171875 4.515625 \n",
       "Q 19.78125 3.125 20.96875 2.4375 \n",
       "Q 22.171875 1.765625 25.34375 1.765625 \n",
       "L 25.34375 0 \n",
       "L 3.609375 0 \n",
       "L 3.609375 1.765625 \n",
       "Q 6.890625 1.765625 8 2.390625 \n",
       "Q 9.125 3.03125 9.78125 4.484375 \n",
       "Q 10.453125 5.953125 10.453125 10.109375 \n",
       "L 10.453125 27.34375 \n",
       "Q 10.453125 34.625 10.015625 36.765625 \n",
       "Q 9.671875 38.328125 8.9375 38.9375 \n",
       "Q 8.203125 39.546875 6.9375 39.546875 \n",
       "Q 5.5625 39.546875 3.609375 38.8125 \n",
       "L 2.9375 40.578125 \n",
       "L 16.40625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-69\"/>\n",
       "       <path d=\"M 15.375 37.015625 \n",
       "Q 21.875 46.046875 29.390625 46.046875 \n",
       "Q 36.28125 46.046875 41.40625 40.15625 \n",
       "Q 46.53125 34.28125 46.53125 24.078125 \n",
       "Q 46.53125 12.15625 38.625 4.890625 \n",
       "Q 31.84375 -1.375 23.484375 -1.375 \n",
       "Q 19.578125 -1.375 15.546875 0.046875 \n",
       "Q 11.53125 1.46875 7.328125 4.296875 \n",
       "L 7.328125 50.640625 \n",
       "Q 7.328125 58.25 6.953125 60 \n",
       "Q 6.59375 61.765625 5.8125 62.390625 \n",
       "Q 5.03125 63.03125 3.859375 63.03125 \n",
       "Q 2.484375 63.03125 0.4375 62.25 \n",
       "L -0.25 63.96875 \n",
       "L 13.1875 69.4375 \n",
       "L 15.375 69.4375 \n",
       "z\n",
       "M 15.375 33.890625 \n",
       "L 15.375 7.125 \n",
       "Q 17.875 4.6875 20.53125 3.4375 \n",
       "Q 23.1875 2.203125 25.984375 2.203125 \n",
       "Q 30.421875 2.203125 34.25 7.078125 \n",
       "Q 38.09375 11.96875 38.09375 21.296875 \n",
       "Q 38.09375 29.890625 34.25 34.5 \n",
       "Q 30.421875 39.109375 25.53125 39.109375 \n",
       "Q 22.953125 39.109375 20.359375 37.796875 \n",
       "Q 18.40625 36.8125 15.375 33.890625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-62\"/>\n",
       "       <path d=\"M 16.21875 46.046875 \n",
       "L 16.21875 35.984375 \n",
       "Q 21.828125 46.046875 27.734375 46.046875 \n",
       "Q 30.421875 46.046875 32.171875 44.40625 \n",
       "Q 33.9375 42.78125 33.9375 40.625 \n",
       "Q 33.9375 38.71875 32.65625 37.390625 \n",
       "Q 31.390625 36.078125 29.640625 36.078125 \n",
       "Q 27.9375 36.078125 25.8125 37.765625 \n",
       "Q 23.6875 39.453125 22.65625 39.453125 \n",
       "Q 21.78125 39.453125 20.75 38.484375 \n",
       "Q 18.5625 36.46875 16.21875 31.890625 \n",
       "L 16.21875 10.453125 \n",
       "Q 16.21875 6.734375 17.140625 4.828125 \n",
       "Q 17.78125 3.515625 19.390625 2.640625 \n",
       "Q 21 1.765625 24.03125 1.765625 \n",
       "L 24.03125 0 \n",
       "L 1.125 0 \n",
       "L 1.125 1.765625 \n",
       "Q 4.546875 1.765625 6.203125 2.828125 \n",
       "Q 7.421875 3.609375 7.90625 5.328125 \n",
       "Q 8.15625 6.15625 8.15625 10.0625 \n",
       "L 8.15625 27.390625 \n",
       "Q 8.15625 35.203125 7.828125 36.6875 \n",
       "Q 7.515625 38.1875 6.65625 38.859375 \n",
       "Q 5.8125 39.546875 4.546875 39.546875 \n",
       "Q 3.03125 39.546875 1.125 38.8125 \n",
       "L 0.640625 40.578125 \n",
       "L 14.15625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-72\"/>\n",
       "       <path d=\"M 28.46875 6.453125 \n",
       "Q 21.578125 1.125 19.828125 0.296875 \n",
       "Q 17.1875 -0.921875 14.203125 -0.921875 \n",
       "Q 9.578125 -0.921875 6.5625 2.25 \n",
       "Q 3.5625 5.421875 3.5625 10.59375 \n",
       "Q 3.5625 13.875 5.03125 16.265625 \n",
       "Q 7.03125 19.578125 11.984375 22.5 \n",
       "Q 16.9375 25.4375 28.46875 29.640625 \n",
       "L 28.46875 31.390625 \n",
       "Q 28.46875 38.09375 26.34375 40.578125 \n",
       "Q 24.21875 43.0625 20.171875 43.0625 \n",
       "Q 17.09375 43.0625 15.28125 41.40625 \n",
       "Q 13.421875 39.75 13.421875 37.59375 \n",
       "L 13.53125 34.765625 \n",
       "Q 13.53125 32.515625 12.375 31.296875 \n",
       "Q 11.234375 30.078125 9.375 30.078125 \n",
       "Q 7.5625 30.078125 6.421875 31.34375 \n",
       "Q 5.28125 32.625 5.28125 34.8125 \n",
       "Q 5.28125 39.015625 9.578125 42.53125 \n",
       "Q 13.875 46.046875 21.625 46.046875 \n",
       "Q 27.59375 46.046875 31.390625 44.046875 \n",
       "Q 34.28125 42.53125 35.640625 39.3125 \n",
       "Q 36.53125 37.203125 36.53125 30.71875 \n",
       "L 36.53125 15.53125 \n",
       "Q 36.53125 9.125 36.765625 7.6875 \n",
       "Q 37.015625 6.25 37.578125 5.765625 \n",
       "Q 38.140625 5.28125 38.875 5.28125 \n",
       "Q 39.65625 5.28125 40.234375 5.609375 \n",
       "Q 41.265625 6.25 44.1875 9.1875 \n",
       "L 44.1875 6.453125 \n",
       "Q 38.71875 -0.875 33.734375 -0.875 \n",
       "Q 31.34375 -0.875 29.921875 0.78125 \n",
       "Q 28.515625 2.4375 28.46875 6.453125 \n",
       "z\n",
       "M 28.46875 9.625 \n",
       "L 28.46875 26.65625 \n",
       "Q 21.09375 23.734375 18.953125 22.515625 \n",
       "Q 15.09375 20.359375 13.421875 18.015625 \n",
       "Q 11.765625 15.671875 11.765625 12.890625 \n",
       "Q 11.765625 9.375 13.859375 7.046875 \n",
       "Q 15.96875 4.734375 18.703125 4.734375 \n",
       "Q 22.40625 4.734375 28.46875 9.625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-61\"/>\n",
       "       <path d=\"M 0.59375 44.734375 \n",
       "L 21.4375 44.734375 \n",
       "L 21.4375 42.921875 \n",
       "L 20.40625 42.921875 \n",
       "Q 18.21875 42.921875 17.109375 41.96875 \n",
       "Q 16.015625 41.015625 16.015625 39.59375 \n",
       "Q 16.015625 37.703125 17.625 34.328125 \n",
       "L 28.515625 11.765625 \n",
       "L 38.53125 36.46875 \n",
       "Q 39.359375 38.484375 39.359375 40.4375 \n",
       "Q 39.359375 41.3125 39.015625 41.75 \n",
       "Q 38.625 42.28125 37.796875 42.59375 \n",
       "Q 36.96875 42.921875 34.859375 42.921875 \n",
       "L 34.859375 44.734375 \n",
       "L 49.421875 44.734375 \n",
       "L 49.421875 42.921875 \n",
       "Q 47.609375 42.71875 46.625 42.125 \n",
       "Q 45.65625 41.546875 44.484375 39.9375 \n",
       "Q 44.046875 39.265625 42.828125 36.1875 \n",
       "L 24.609375 -8.453125 \n",
       "Q 21.96875 -14.9375 17.6875 -18.25 \n",
       "Q 13.421875 -21.578125 9.46875 -21.578125 \n",
       "Q 6.59375 -21.578125 4.734375 -19.921875 \n",
       "Q 2.875 -18.265625 2.875 -16.109375 \n",
       "Q 2.875 -14.0625 4.21875 -12.8125 \n",
       "Q 5.5625 -11.578125 7.90625 -11.578125 \n",
       "Q 9.515625 -11.578125 12.3125 -12.640625 \n",
       "Q 14.265625 -13.375 14.75 -13.375 \n",
       "Q 16.21875 -13.375 17.9375 -11.859375 \n",
       "Q 19.671875 -10.359375 21.4375 -6 \n",
       "L 24.609375 1.765625 \n",
       "L 8.546875 35.5 \n",
       "Q 7.8125 37.015625 6.203125 39.265625 \n",
       "Q 4.984375 40.96875 4.203125 41.546875 \n",
       "Q 3.078125 42.328125 0.59375 42.921875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-79\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(174.775714 311.4425)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"27.783203\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"55.566406\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "       <use x=\"105.566406\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"138.867188\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"183.251953\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"216.552734\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"text_3\">\n",
       "      <!-- file, path or output -->\n",
       "      <defs>\n",
       "       <path d=\"M 20.609375 41.21875 \n",
       "L 20.609375 11.8125 \n",
       "Q 20.609375 5.5625 21.96875 3.90625 \n",
       "Q 23.78125 1.765625 26.8125 1.765625 \n",
       "L 30.859375 1.765625 \n",
       "L 30.859375 0 \n",
       "L 4.15625 0 \n",
       "L 4.15625 1.765625 \n",
       "L 6.15625 1.765625 \n",
       "Q 8.109375 1.765625 9.71875 2.734375 \n",
       "Q 11.328125 3.71875 11.9375 5.375 \n",
       "Q 12.546875 7.03125 12.546875 11.8125 \n",
       "L 12.546875 41.21875 \n",
       "L 3.859375 41.21875 \n",
       "L 3.859375 44.734375 \n",
       "L 12.546875 44.734375 \n",
       "L 12.546875 47.65625 \n",
       "Q 12.546875 54.34375 14.6875 58.984375 \n",
       "Q 16.84375 63.625 21.265625 66.484375 \n",
       "Q 25.6875 69.34375 31.203125 69.34375 \n",
       "Q 36.328125 69.34375 40.625 66.015625 \n",
       "Q 43.453125 63.8125 43.453125 61.078125 \n",
       "Q 43.453125 59.625 42.1875 58.328125 \n",
       "Q 40.921875 57.03125 39.453125 57.03125 \n",
       "Q 38.328125 57.03125 37.078125 57.828125 \n",
       "Q 35.84375 58.640625 34.03125 61.296875 \n",
       "Q 32.234375 63.96875 30.71875 64.890625 \n",
       "Q 29.203125 65.828125 27.34375 65.828125 \n",
       "Q 25.09375 65.828125 23.53125 64.625 \n",
       "Q 21.96875 63.421875 21.28125 60.90625 \n",
       "Q 20.609375 58.40625 20.609375 47.953125 \n",
       "L 20.609375 44.734375 \n",
       "L 32.125 44.734375 \n",
       "L 32.125 41.21875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-66\"/>\n",
       "       <path d=\"M 5.375 -16.65625 \n",
       "L 5.375 -14.5 \n",
       "Q 10.40625 -12.84375 13.15625 -9.34375 \n",
       "Q 15.921875 -5.859375 15.921875 -1.953125 \n",
       "Q 15.921875 -1.03125 15.484375 -0.390625 \n",
       "Q 15.140625 0.046875 14.796875 0.046875 \n",
       "Q 14.265625 0.046875 12.453125 -0.921875 \n",
       "Q 11.578125 -1.375 10.59375 -1.375 \n",
       "Q 8.203125 -1.375 6.78125 0.046875 \n",
       "Q 5.375 1.46875 5.375 3.953125 \n",
       "Q 5.375 6.34375 7.203125 8.046875 \n",
       "Q 9.03125 9.765625 11.671875 9.765625 \n",
       "Q 14.890625 9.765625 17.40625 6.953125 \n",
       "Q 19.921875 4.15625 19.921875 -0.484375 \n",
       "Q 19.921875 -5.515625 16.421875 -9.828125 \n",
       "Q 12.9375 -14.15625 5.375 -16.65625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-2c\"/>\n",
       "       <path id=\"TimesNewRomanPSMT-20\"/>\n",
       "       <path d=\"M -0.09375 40.28125 \n",
       "L 13.671875 45.84375 \n",
       "L 15.53125 45.84375 \n",
       "L 15.53125 35.40625 \n",
       "Q 19 41.3125 22.484375 43.671875 \n",
       "Q 25.984375 46.046875 29.828125 46.046875 \n",
       "Q 36.578125 46.046875 41.0625 40.765625 \n",
       "Q 46.578125 34.328125 46.578125 23.96875 \n",
       "Q 46.578125 12.40625 39.9375 4.828125 \n",
       "Q 34.46875 -1.375 26.171875 -1.375 \n",
       "Q 22.5625 -1.375 19.921875 -0.34375 \n",
       "Q 17.96875 0.390625 15.53125 2.59375 \n",
       "L 15.53125 -11.03125 \n",
       "Q 15.53125 -15.625 16.09375 -16.859375 \n",
       "Q 16.65625 -18.109375 18.046875 -18.84375 \n",
       "Q 19.4375 -19.578125 23.09375 -19.578125 \n",
       "L 23.09375 -21.390625 \n",
       "L -0.34375 -21.390625 \n",
       "L -0.34375 -19.578125 \n",
       "L 0.875 -19.578125 \n",
       "Q 3.5625 -19.625 5.46875 -18.5625 \n",
       "Q 6.390625 -18.015625 6.90625 -16.8125 \n",
       "Q 7.421875 -15.625 7.421875 -10.75 \n",
       "L 7.421875 31.546875 \n",
       "Q 7.421875 35.890625 7.03125 37.0625 \n",
       "Q 6.640625 38.234375 5.78125 38.8125 \n",
       "Q 4.9375 39.40625 3.46875 39.40625 \n",
       "Q 2.296875 39.40625 0.484375 38.71875 \n",
       "z\n",
       "M 15.53125 32.515625 \n",
       "L 15.53125 15.828125 \n",
       "Q 15.53125 10.40625 15.96875 8.6875 \n",
       "Q 16.65625 5.859375 19.3125 3.703125 \n",
       "Q 21.96875 1.5625 26.03125 1.5625 \n",
       "Q 30.90625 1.5625 33.9375 5.375 \n",
       "Q 37.890625 10.359375 37.890625 19.390625 \n",
       "Q 37.890625 29.640625 33.40625 35.15625 \n",
       "Q 30.28125 38.96875 25.984375 38.96875 \n",
       "Q 23.640625 38.96875 21.34375 37.796875 \n",
       "Q 19.578125 36.921875 15.53125 32.515625 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-70\"/>\n",
       "       <path d=\"M 16.265625 69.4375 \n",
       "L 16.265625 36.71875 \n",
       "Q 21.6875 42.671875 24.859375 44.359375 \n",
       "Q 28.03125 46.046875 31.203125 46.046875 \n",
       "Q 35.015625 46.046875 37.75 43.9375 \n",
       "Q 40.484375 41.84375 41.796875 37.359375 \n",
       "Q 42.71875 34.234375 42.71875 25.921875 \n",
       "L 42.71875 10.109375 \n",
       "Q 42.71875 5.859375 43.40625 4.296875 \n",
       "Q 43.890625 3.125 45.0625 2.4375 \n",
       "Q 46.234375 1.765625 49.359375 1.765625 \n",
       "L 49.359375 0 \n",
       "L 27.390625 0 \n",
       "L 27.390625 1.765625 \n",
       "L 28.421875 1.765625 \n",
       "Q 31.546875 1.765625 32.765625 2.703125 \n",
       "Q 33.984375 3.65625 34.46875 5.515625 \n",
       "Q 34.625 6.296875 34.625 10.109375 \n",
       "L 34.625 25.921875 \n",
       "Q 34.625 33.25 33.859375 35.546875 \n",
       "Q 33.109375 37.84375 31.4375 38.984375 \n",
       "Q 29.78125 40.140625 27.4375 40.140625 \n",
       "Q 25.046875 40.140625 22.453125 38.859375 \n",
       "Q 19.875 37.59375 16.265625 33.734375 \n",
       "L 16.265625 10.109375 \n",
       "Q 16.265625 5.515625 16.765625 4.390625 \n",
       "Q 17.28125 3.265625 18.671875 2.515625 \n",
       "Q 20.0625 1.765625 23.484375 1.765625 \n",
       "L 23.484375 0 \n",
       "L 1.3125 0 \n",
       "L 1.3125 1.765625 \n",
       "Q 4.296875 1.765625 6 2.6875 \n",
       "Q 6.984375 3.171875 7.5625 4.53125 \n",
       "Q 8.15625 5.90625 8.15625 10.109375 \n",
       "L 8.15625 50.59375 \n",
       "Q 8.15625 58.25 7.78125 60 \n",
       "Q 7.421875 61.765625 6.65625 62.390625 \n",
       "Q 5.90625 63.03125 4.640625 63.03125 \n",
       "Q 3.609375 63.03125 1.3125 62.25 \n",
       "L 0.640625 63.96875 \n",
       "L 14.015625 69.4375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-68\"/>\n",
       "       <path d=\"M 25 46.046875 \n",
       "Q 35.15625 46.046875 41.3125 38.328125 \n",
       "Q 46.53125 31.734375 46.53125 23.1875 \n",
       "Q 46.53125 17.1875 43.640625 11.03125 \n",
       "Q 40.765625 4.890625 35.71875 1.75 \n",
       "Q 30.671875 -1.375 24.46875 -1.375 \n",
       "Q 14.359375 -1.375 8.40625 6.6875 \n",
       "Q 3.375 13.484375 3.375 21.921875 \n",
       "Q 3.375 28.078125 6.421875 34.15625 \n",
       "Q 9.46875 40.234375 14.453125 43.140625 \n",
       "Q 19.4375 46.046875 25 46.046875 \n",
       "z\n",
       "M 23.484375 42.875 \n",
       "Q 20.90625 42.875 18.28125 41.328125 \n",
       "Q 15.671875 39.796875 14.0625 35.9375 \n",
       "Q 12.453125 32.078125 12.453125 26.03125 \n",
       "Q 12.453125 16.265625 16.328125 9.171875 \n",
       "Q 20.21875 2.09375 26.5625 2.09375 \n",
       "Q 31.296875 2.09375 34.375 6 \n",
       "Q 37.453125 9.90625 37.453125 19.4375 \n",
       "Q 37.453125 31.34375 32.328125 38.1875 \n",
       "Q 28.859375 42.875 23.484375 42.875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6f\"/>\n",
       "       <path d=\"M 42.328125 44.734375 \n",
       "L 42.328125 17.625 \n",
       "Q 42.328125 9.859375 42.6875 8.125 \n",
       "Q 43.0625 6.390625 43.859375 5.703125 \n",
       "Q 44.671875 5.03125 45.75 5.03125 \n",
       "Q 47.265625 5.03125 49.171875 5.859375 \n",
       "L 49.859375 4.15625 \n",
       "L 36.46875 -1.375 \n",
       "L 34.28125 -1.375 \n",
       "L 34.28125 8.109375 \n",
       "Q 28.515625 1.859375 25.484375 0.234375 \n",
       "Q 22.46875 -1.375 19.09375 -1.375 \n",
       "Q 15.328125 -1.375 12.5625 0.796875 \n",
       "Q 9.8125 2.984375 8.734375 6.390625 \n",
       "Q 7.671875 9.8125 7.671875 16.0625 \n",
       "L 7.671875 36.03125 \n",
       "Q 7.671875 39.203125 6.984375 40.421875 \n",
       "Q 6.296875 41.65625 4.953125 42.3125 \n",
       "Q 3.609375 42.96875 0.09375 42.921875 \n",
       "L 0.09375 44.734375 \n",
       "L 15.765625 44.734375 \n",
       "L 15.765625 14.796875 \n",
       "Q 15.765625 8.546875 17.9375 6.59375 \n",
       "Q 20.125 4.640625 23.1875 4.640625 \n",
       "Q 25.296875 4.640625 27.953125 5.953125 \n",
       "Q 30.609375 7.28125 34.28125 10.984375 \n",
       "L 34.28125 36.328125 \n",
       "Q 34.28125 40.140625 32.890625 41.484375 \n",
       "Q 31.5 42.828125 27.09375 42.921875 \n",
       "L 27.09375 44.734375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-75\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(241.768795 311.4425)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"61.083984\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"88.867188\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"133.251953\" xlink:href=\"#TimesNewRomanPSMT-2c\"/>\n",
       "       <use x=\"158.251953\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"183.251953\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "       <use x=\"233.251953\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"277.636719\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"305.419922\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"355.419922\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"380.419922\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"430.419922\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"463.720703\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"488.720703\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"538.720703\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"588.720703\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"616.503906\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "       <use x=\"666.503906\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"716.503906\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"text_4\">\n",
       "      <!-- R object not found -->\n",
       "      <defs>\n",
       "       <path d=\"M 67.578125 0 \n",
       "L 49.90625 0 \n",
       "L 27.484375 30.953125 \n",
       "Q 25 30.859375 23.4375 30.859375 \n",
       "Q 22.796875 30.859375 22.0625 30.875 \n",
       "Q 21.34375 30.90625 20.5625 30.953125 \n",
       "L 20.5625 11.71875 \n",
       "Q 20.5625 5.46875 21.921875 3.953125 \n",
       "Q 23.78125 1.8125 27.484375 1.8125 \n",
       "L 30.078125 1.8125 \n",
       "L 30.078125 0 \n",
       "L 1.703125 0 \n",
       "L 1.703125 1.8125 \n",
       "L 4.203125 1.8125 \n",
       "Q 8.40625 1.8125 10.203125 4.546875 \n",
       "Q 11.234375 6.0625 11.234375 11.71875 \n",
       "L 11.234375 54.5 \n",
       "Q 11.234375 60.75 9.859375 62.25 \n",
       "Q 7.953125 64.40625 4.203125 64.40625 \n",
       "L 1.703125 64.40625 \n",
       "L 1.703125 66.21875 \n",
       "L 25.828125 66.21875 \n",
       "Q 36.375 66.21875 41.375 64.671875 \n",
       "Q 46.390625 63.140625 49.875 59.015625 \n",
       "Q 53.375 54.890625 53.375 49.171875 \n",
       "Q 53.375 43.0625 49.390625 38.5625 \n",
       "Q 45.40625 34.078125 37.0625 32.234375 \n",
       "L 50.734375 13.234375 \n",
       "Q 55.421875 6.6875 58.78125 4.53125 \n",
       "Q 62.15625 2.390625 67.578125 1.8125 \n",
       "z\n",
       "M 20.5625 34.03125 \n",
       "Q 21.484375 34.03125 22.171875 34 \n",
       "Q 22.859375 33.984375 23.296875 33.984375 \n",
       "Q 32.765625 33.984375 37.578125 38.078125 \n",
       "Q 42.390625 42.1875 42.390625 48.53125 \n",
       "Q 42.390625 54.734375 38.5 58.609375 \n",
       "Q 34.625 62.5 28.21875 62.5 \n",
       "Q 25.390625 62.5 20.5625 61.578125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-52\"/>\n",
       "       <path d=\"M 14.453125 69.484375 \n",
       "Q 16.546875 69.484375 18.015625 68.015625 \n",
       "Q 19.484375 66.546875 19.484375 64.453125 \n",
       "Q 19.484375 62.40625 18.015625 60.9375 \n",
       "Q 16.546875 59.46875 14.453125 59.46875 \n",
       "Q 12.40625 59.46875 10.9375 60.9375 \n",
       "Q 9.46875 62.40625 9.46875 64.453125 \n",
       "Q 9.46875 66.546875 10.9375 68.015625 \n",
       "Q 12.40625 69.484375 14.453125 69.484375 \n",
       "z\n",
       "M 18.65625 46.046875 \n",
       "L 18.65625 1.03125 \n",
       "Q 18.65625 -10.453125 13.765625 -16.015625 \n",
       "Q 8.890625 -21.578125 1.078125 -21.578125 \n",
       "Q -3.375 -21.578125 -5.515625 -19.96875 \n",
       "Q -7.671875 -18.359375 -7.671875 -16.65625 \n",
       "Q -7.671875 -14.9375 -6.46875 -13.71875 \n",
       "Q -5.28125 -12.5 -3.65625 -12.5 \n",
       "Q -2.390625 -12.5 -1.078125 -13.140625 \n",
       "Q -0.25 -13.484375 2.125 -15.59375 \n",
       "Q 4.5 -17.71875 6.109375 -17.71875 \n",
       "Q 7.28125 -17.71875 8.390625 -16.8125 \n",
       "Q 9.515625 -15.921875 10.046875 -13.796875 \n",
       "Q 10.59375 -11.671875 10.59375 -4.59375 \n",
       "L 10.59375 27.25 \n",
       "Q 10.59375 34.625 10.15625 36.71875 \n",
       "Q 9.8125 38.328125 9.078125 38.9375 \n",
       "Q 8.34375 39.546875 7.078125 39.546875 \n",
       "Q 5.71875 39.546875 3.765625 38.8125 \n",
       "L 3.078125 40.578125 \n",
       "L 16.546875 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6a\"/>\n",
       "       <path d=\"M 41.109375 17 \n",
       "Q 39.3125 8.15625 34.03125 3.390625 \n",
       "Q 28.765625 -1.375 22.359375 -1.375 \n",
       "Q 14.75 -1.375 9.078125 5.015625 \n",
       "Q 3.421875 11.421875 3.421875 22.3125 \n",
       "Q 3.421875 32.859375 9.6875 39.453125 \n",
       "Q 15.96875 46.046875 24.75 46.046875 \n",
       "Q 31.34375 46.046875 35.59375 42.546875 \n",
       "Q 39.84375 39.0625 39.84375 35.296875 \n",
       "Q 39.84375 33.453125 38.640625 32.296875 \n",
       "Q 37.453125 31.15625 35.296875 31.15625 \n",
       "Q 32.421875 31.15625 30.953125 33.015625 \n",
       "Q 30.125 34.03125 29.859375 36.90625 \n",
       "Q 29.59375 39.796875 27.875 41.3125 \n",
       "Q 26.171875 42.78125 23.140625 42.78125 \n",
       "Q 18.265625 42.78125 15.28125 39.15625 \n",
       "Q 11.328125 34.375 11.328125 26.515625 \n",
       "Q 11.328125 18.5 15.25 12.375 \n",
       "Q 19.1875 6.25 25.875 6.25 \n",
       "Q 30.671875 6.25 34.46875 9.515625 \n",
       "Q 37.15625 11.765625 39.703125 17.671875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-63\"/>\n",
       "       <path d=\"M 16.15625 36.578125 \n",
       "Q 24.03125 46.046875 31.15625 46.046875 \n",
       "Q 34.8125 46.046875 37.453125 44.21875 \n",
       "Q 40.09375 42.390625 41.65625 38.1875 \n",
       "Q 42.71875 35.25 42.71875 29.203125 \n",
       "L 42.71875 10.109375 \n",
       "Q 42.71875 5.859375 43.40625 4.34375 \n",
       "Q 43.953125 3.125 45.140625 2.4375 \n",
       "Q 46.34375 1.765625 49.5625 1.765625 \n",
       "L 49.5625 0 \n",
       "L 27.4375 0 \n",
       "L 27.4375 1.765625 \n",
       "L 28.375 1.765625 \n",
       "Q 31.5 1.765625 32.734375 2.703125 \n",
       "Q 33.984375 3.65625 34.46875 5.515625 \n",
       "Q 34.671875 6.25 34.671875 10.109375 \n",
       "L 34.671875 28.421875 \n",
       "Q 34.671875 34.515625 33.078125 37.28125 \n",
       "Q 31.5 40.046875 27.734375 40.046875 \n",
       "Q 21.921875 40.046875 16.15625 33.6875 \n",
       "L 16.15625 10.109375 \n",
       "Q 16.15625 5.5625 16.703125 4.5 \n",
       "Q 17.390625 3.078125 18.578125 2.421875 \n",
       "Q 19.78125 1.765625 23.4375 1.765625 \n",
       "L 23.4375 0 \n",
       "L 1.3125 0 \n",
       "L 1.3125 1.765625 \n",
       "L 2.296875 1.765625 \n",
       "Q 5.71875 1.765625 6.90625 3.484375 \n",
       "Q 8.109375 5.21875 8.109375 10.109375 \n",
       "L 8.109375 26.703125 \n",
       "Q 8.109375 34.765625 7.734375 36.515625 \n",
       "Q 7.375 38.28125 6.609375 38.90625 \n",
       "Q 5.859375 39.546875 4.59375 39.546875 \n",
       "Q 3.21875 39.546875 1.3125 38.8125 \n",
       "L 0.59375 40.578125 \n",
       "L 14.0625 46.046875 \n",
       "L 16.15625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6e\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(337.255313 311.448125)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-52\"/>\n",
       "       <use x=\"66.699219\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"91.699219\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"141.699219\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "       <use x=\"191.699219\" xlink:href=\"#TimesNewRomanPSMT-6a\"/>\n",
       "       <use x=\"219.482422\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"263.867188\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"308.251953\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"336.035156\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"361.035156\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "       <use x=\"411.035156\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"461.035156\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"488.818359\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"513.818359\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "       <use x=\"547.119141\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"597.119141\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"647.119141\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "       <use x=\"697.119141\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"text_5\">\n",
       "      <!-- other -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(465.41183 311.4425)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"77.783203\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"127.783203\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"172.167969\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"text_6\">\n",
       "      <!-- reached time limit -->\n",
       "      <defs>\n",
       "       <path d=\"M 16.40625 36.53125 \n",
       "Q 21.296875 41.40625 22.171875 42.140625 \n",
       "Q 24.359375 44 26.890625 45.015625 \n",
       "Q 29.4375 46.046875 31.9375 46.046875 \n",
       "Q 36.140625 46.046875 39.15625 43.59375 \n",
       "Q 42.1875 41.15625 43.21875 36.53125 \n",
       "Q 48.25 42.390625 51.703125 44.21875 \n",
       "Q 55.171875 46.046875 58.84375 46.046875 \n",
       "Q 62.40625 46.046875 65.15625 44.21875 \n",
       "Q 67.921875 42.390625 69.53125 38.234375 \n",
       "Q 70.609375 35.40625 70.609375 29.34375 \n",
       "L 70.609375 10.109375 \n",
       "Q 70.609375 5.90625 71.234375 4.34375 \n",
       "Q 71.734375 3.265625 73.046875 2.515625 \n",
       "Q 74.359375 1.765625 77.34375 1.765625 \n",
       "L 77.34375 0 \n",
       "L 55.28125 0 \n",
       "L 55.28125 1.765625 \n",
       "L 56.203125 1.765625 \n",
       "Q 59.078125 1.765625 60.6875 2.875 \n",
       "Q 61.8125 3.65625 62.3125 5.375 \n",
       "Q 62.5 6.203125 62.5 10.109375 \n",
       "L 62.5 29.34375 \n",
       "Q 62.5 34.8125 61.1875 37.0625 \n",
       "Q 59.28125 40.1875 55.078125 40.1875 \n",
       "Q 52.484375 40.1875 49.875 38.890625 \n",
       "Q 47.265625 37.59375 43.5625 34.078125 \n",
       "L 43.453125 33.546875 \n",
       "L 43.5625 31.453125 \n",
       "L 43.5625 10.109375 \n",
       "Q 43.5625 5.515625 44.0625 4.390625 \n",
       "Q 44.578125 3.265625 45.984375 2.515625 \n",
       "Q 47.40625 1.765625 50.828125 1.765625 \n",
       "L 50.828125 0 \n",
       "L 28.21875 0 \n",
       "L 28.21875 1.765625 \n",
       "Q 31.9375 1.765625 33.328125 2.640625 \n",
       "Q 34.71875 3.515625 35.25 5.28125 \n",
       "Q 35.5 6.109375 35.5 10.109375 \n",
       "L 35.5 29.34375 \n",
       "Q 35.5 34.8125 33.890625 37.203125 \n",
       "Q 31.734375 40.328125 27.875 40.328125 \n",
       "Q 25.25 40.328125 22.65625 38.921875 \n",
       "Q 18.609375 36.765625 16.40625 34.078125 \n",
       "L 16.40625 10.109375 \n",
       "Q 16.40625 5.71875 17.015625 4.390625 \n",
       "Q 17.625 3.078125 18.8125 2.421875 \n",
       "Q 20.015625 1.765625 23.6875 1.765625 \n",
       "L 23.6875 0 \n",
       "L 1.5625 0 \n",
       "L 1.5625 1.765625 \n",
       "Q 4.640625 1.765625 5.859375 2.421875 \n",
       "Q 7.078125 3.078125 7.703125 4.515625 \n",
       "Q 8.34375 5.953125 8.34375 10.109375 \n",
       "L 8.34375 27.203125 \n",
       "Q 8.34375 34.578125 7.90625 36.71875 \n",
       "Q 7.5625 38.328125 6.828125 38.9375 \n",
       "Q 6.109375 39.546875 4.828125 39.546875 \n",
       "Q 3.46875 39.546875 1.5625 38.8125 \n",
       "L 0.828125 40.578125 \n",
       "L 14.3125 46.046875 \n",
       "L 16.40625 46.046875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-6d\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(529.747098 311.4425)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "       <use x=\"33.300781\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"77.685547\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "       <use x=\"122.070312\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"166.455078\" xlink:href=\"#TimesNewRomanPSMT-68\"/>\n",
       "       <use x=\"216.455078\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"260.839844\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "       <use x=\"310.839844\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"335.839844\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "       <use x=\"363.623047\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"391.40625\" xlink:href=\"#TimesNewRomanPSMT-6d\"/>\n",
       "       <use x=\"469.189453\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"513.574219\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "       <use x=\"538.574219\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "       <use x=\"566.357422\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"594.140625\" xlink:href=\"#TimesNewRomanPSMT-6d\"/>\n",
       "       <use x=\"671.923828\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "       <use x=\"699.707031\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"text_7\">\n",
       "      <!-- success -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(651.057991 311.4425)scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "       <use x=\"38.916016\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "       <use x=\"88.916016\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"133.300781\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "       <use x=\"177.685547\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "       <use x=\"222.070312\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "       <use x=\"260.986328\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_8\">\n",
       "     <!-- Error types -->\n",
       "     <defs>\n",
       "      <path d=\"M 20.90625 62.59375 \n",
       "L 20.90625 36.421875 \n",
       "L 35.453125 36.421875 \n",
       "Q 41.109375 36.421875 43.015625 38.140625 \n",
       "Q 45.5625 40.375 45.84375 46.046875 \n",
       "L 47.65625 46.046875 \n",
       "L 47.65625 23 \n",
       "L 45.84375 23 \n",
       "Q 45.171875 27.828125 44.484375 29.203125 \n",
       "Q 43.609375 30.90625 41.59375 31.875 \n",
       "Q 39.59375 32.859375 35.453125 32.859375 \n",
       "L 20.90625 32.859375 \n",
       "L 20.90625 11.03125 \n",
       "Q 20.90625 6.640625 21.296875 5.6875 \n",
       "Q 21.6875 4.734375 22.65625 4.171875 \n",
       "Q 23.640625 3.609375 26.375 3.609375 \n",
       "L 37.59375 3.609375 \n",
       "Q 43.21875 3.609375 45.75 4.390625 \n",
       "Q 48.296875 5.171875 50.640625 7.46875 \n",
       "Q 53.65625 10.5 56.84375 16.609375 \n",
       "L 58.796875 16.609375 \n",
       "L 53.078125 0 \n",
       "L 2.046875 0 \n",
       "L 2.046875 1.8125 \n",
       "L 4.390625 1.8125 \n",
       "Q 6.734375 1.8125 8.84375 2.9375 \n",
       "Q 10.40625 3.71875 10.96875 5.28125 \n",
       "Q 11.53125 6.84375 11.53125 11.671875 \n",
       "L 11.53125 54.6875 \n",
       "Q 11.53125 60.984375 10.25 62.453125 \n",
       "Q 8.5 64.40625 4.390625 64.40625 \n",
       "L 2.046875 64.40625 \n",
       "L 2.046875 66.21875 \n",
       "L 53.078125 66.21875 \n",
       "L 53.8125 51.703125 \n",
       "L 51.90625 51.703125 \n",
       "Q 50.875 56.9375 49.625 58.890625 \n",
       "Q 48.390625 60.84375 45.953125 61.859375 \n",
       "Q 44 62.59375 39.0625 62.59375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-45\"/>\n",
       "     </defs>\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(350.788438 327.7325)scale(0.14 -0.14)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-45\"/>\n",
       "      <use x=\"61.083984\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"94.384766\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"127.685547\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"177.685547\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"210.986328\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "      <use x=\"235.986328\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      <use x=\"263.769531\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "      <use x=\"313.769531\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "      <use x=\"363.769531\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"408.154297\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 296.11 \n",
       "L 716.882812 296.11 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 0 -->\n",
       "      <defs>\n",
       "       <path d=\"M 3.609375 32.71875 \n",
       "Q 3.609375 44.046875 7.03125 52.21875 \n",
       "Q 10.453125 60.40625 16.109375 64.40625 \n",
       "Q 20.515625 67.578125 25.203125 67.578125 \n",
       "Q 32.8125 67.578125 38.875 59.8125 \n",
       "Q 46.4375 50.203125 46.4375 33.734375 \n",
       "Q 46.4375 22.21875 43.109375 14.15625 \n",
       "Q 39.796875 6.109375 34.640625 2.46875 \n",
       "Q 29.5 -1.171875 24.703125 -1.171875 \n",
       "Q 15.234375 -1.171875 8.9375 10.015625 \n",
       "Q 3.609375 19.4375 3.609375 32.71875 \n",
       "z\n",
       "M 13.1875 31.5 \n",
       "Q 13.1875 17.828125 16.546875 9.1875 \n",
       "Q 19.34375 1.90625 24.859375 1.90625 \n",
       "Q 27.484375 1.90625 30.3125 4.265625 \n",
       "Q 33.15625 6.640625 34.625 12.203125 \n",
       "Q 36.859375 20.609375 36.859375 35.890625 \n",
       "Q 36.859375 47.21875 34.515625 54.78125 \n",
       "Q 32.765625 60.40625 29.984375 62.75 \n",
       "Q 27.984375 64.359375 25.140625 64.359375 \n",
       "Q 21.828125 64.359375 19.234375 61.375 \n",
       "Q 15.71875 57.328125 14.453125 48.625 \n",
       "Q 13.1875 39.9375 13.1875 31.5 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-30\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(35.282813 299.581875)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 261.053507 \n",
       "L 716.882812 261.053507 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 250 -->\n",
       "      <defs>\n",
       "       <path d=\"M 45.84375 12.75 \n",
       "L 41.21875 0 \n",
       "L 2.15625 0 \n",
       "L 2.15625 1.8125 \n",
       "Q 19.390625 17.53125 26.421875 27.484375 \n",
       "Q 33.453125 37.453125 33.453125 45.703125 \n",
       "Q 33.453125 52 29.59375 56.046875 \n",
       "Q 25.734375 60.109375 20.359375 60.109375 \n",
       "Q 15.484375 60.109375 11.59375 57.25 \n",
       "Q 7.71875 54.390625 5.859375 48.875 \n",
       "L 4.046875 48.875 \n",
       "Q 5.28125 57.90625 10.328125 62.734375 \n",
       "Q 15.375 67.578125 22.953125 67.578125 \n",
       "Q 31 67.578125 36.390625 62.40625 \n",
       "Q 41.796875 57.234375 41.796875 50.203125 \n",
       "Q 41.796875 45.171875 39.453125 40.140625 \n",
       "Q 35.84375 32.234375 27.734375 23.390625 \n",
       "Q 15.578125 10.109375 12.546875 7.375 \n",
       "L 29.828125 7.375 \n",
       "Q 35.109375 7.375 37.234375 7.765625 \n",
       "Q 39.359375 8.15625 41.0625 9.34375 \n",
       "Q 42.78125 10.546875 44.046875 12.75 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-32\"/>\n",
       "       <path d=\"M 43.40625 66.21875 \n",
       "L 39.59375 57.90625 \n",
       "L 19.671875 57.90625 \n",
       "L 15.328125 49.03125 \n",
       "Q 28.265625 47.125 35.84375 39.40625 \n",
       "Q 42.328125 32.765625 42.328125 23.78125 \n",
       "Q 42.328125 18.5625 40.203125 14.109375 \n",
       "Q 38.09375 9.671875 34.859375 6.546875 \n",
       "Q 31.640625 3.421875 27.6875 1.515625 \n",
       "Q 22.078125 -1.171875 16.15625 -1.171875 \n",
       "Q 10.203125 -1.171875 7.484375 0.84375 \n",
       "Q 4.78125 2.875 4.78125 5.328125 \n",
       "Q 4.78125 6.6875 5.90625 7.734375 \n",
       "Q 7.03125 8.796875 8.734375 8.796875 \n",
       "Q 10.015625 8.796875 10.96875 8.40625 \n",
       "Q 11.921875 8.015625 14.203125 6.390625 \n",
       "Q 17.875 3.859375 21.625 3.859375 \n",
       "Q 27.34375 3.859375 31.65625 8.171875 \n",
       "Q 35.984375 12.5 35.984375 18.703125 \n",
       "Q 35.984375 24.703125 32.125 29.90625 \n",
       "Q 28.265625 35.109375 21.484375 37.9375 \n",
       "Q 16.15625 40.140625 6.984375 40.484375 \n",
       "L 19.671875 66.21875 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-35\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.282813 264.525382)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-32\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 225.997014 \n",
       "L 716.882812 225.997014 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 500 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.282813 229.468889)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 190.940522 \n",
       "L 716.882812 190.940522 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 750 -->\n",
       "      <defs>\n",
       "       <path d=\"M 10.0625 66.21875 \n",
       "L 45.5625 66.21875 \n",
       "L 45.5625 64.359375 \n",
       "L 23.484375 -1.375 \n",
       "L 18.015625 -1.375 \n",
       "L 37.796875 58.25 \n",
       "L 19.578125 58.25 \n",
       "Q 14.0625 58.25 11.71875 56.9375 \n",
       "Q 7.625 54.6875 5.125 50 \n",
       "L 3.71875 50.53125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-37\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(25.282813 194.412397)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-37\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 155.884029 \n",
       "L 716.882812 155.884029 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 1000 -->\n",
       "      <defs>\n",
       "       <path d=\"M 11.71875 59.71875 \n",
       "L 27.828125 67.578125 \n",
       "L 29.4375 67.578125 \n",
       "L 29.4375 11.671875 \n",
       "Q 29.4375 6.109375 29.90625 4.734375 \n",
       "Q 30.375 3.375 31.828125 2.640625 \n",
       "Q 33.296875 1.90625 37.796875 1.8125 \n",
       "L 37.796875 0 \n",
       "L 12.890625 0 \n",
       "L 12.890625 1.8125 \n",
       "Q 17.578125 1.90625 18.9375 2.609375 \n",
       "Q 20.3125 3.328125 20.84375 4.515625 \n",
       "Q 21.390625 5.71875 21.390625 11.671875 \n",
       "L 21.390625 47.40625 \n",
       "Q 21.390625 54.640625 20.90625 56.6875 \n",
       "Q 20.5625 58.25 19.65625 58.984375 \n",
       "Q 18.75 59.71875 17.484375 59.71875 \n",
       "Q 15.671875 59.71875 12.453125 58.203125 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-31\"/>\n",
       "      </defs>\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 159.355904)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 120.827536 \n",
       "L 716.882812 120.827536 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 1250 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 124.299411)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-32\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 85.771043 \n",
       "L 716.882812 85.771043 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 1500 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 89.242918)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <path clip-path=\"url(#pfa2c483124)\" d=\"M 47.282813 50.71455 \n",
       "L 716.882812 50.71455 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;stroke-width:0.8;\"/>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 1750 -->\n",
       "      <g style=\"fill:#262626;\" transform=\"translate(20.282813 54.186425)scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#TimesNewRomanPSMT-31\"/>\n",
       "       <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-37\"/>\n",
       "       <use x=\"100\" xlink:href=\"#TimesNewRomanPSMT-35\"/>\n",
       "       <use x=\"150\" xlink:href=\"#TimesNewRomanPSMT-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- count -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(14.14375 171.318594)rotate(-90)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"44.384766\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"94.384766\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "      <use x=\"144.384766\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"194.384766\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 56.848527 296.11 \n",
       "L 95.111384 296.11 \n",
       "L 95.111384 245.488424 \n",
       "L 56.848527 245.488424 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 152.50567 296.11 \n",
       "L 190.768527 296.11 \n",
       "L 190.768527 37.252857 \n",
       "L 152.50567 37.252857 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 248.162813 296.11 \n",
       "L 286.42567 296.11 \n",
       "L 286.42567 241.982775 \n",
       "L 248.162813 241.982775 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 343.819955 296.11 \n",
       "L 382.082812 296.11 \n",
       "L 382.082812 270.308421 \n",
       "L 343.819955 270.308421 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 439.477098 296.11 \n",
       "L 477.739955 296.11 \n",
       "L 477.739955 288.537798 \n",
       "L 439.477098 288.537798 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 535.134241 296.11 \n",
       "L 573.397098 296.11 \n",
       "L 573.397098 294.70774 \n",
       "L 535.134241 294.70774 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 190.768527 296.11 \n",
       "L 229.031384 296.11 \n",
       "L 229.031384 177.478828 \n",
       "L 190.768527 177.478828 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 286.42567 296.11 \n",
       "L 324.688527 296.11 \n",
       "L 324.688527 165.980299 \n",
       "L 286.42567 165.980299 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 382.082813 296.11 \n",
       "L 420.34567 296.11 \n",
       "L 420.34567 264.979834 \n",
       "L 382.082813 264.979834 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 477.739955 296.11 \n",
       "L 516.002813 296.11 \n",
       "L 516.002813 276.057686 \n",
       "L 477.739955 276.057686 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 573.397098 296.11 \n",
       "L 611.659955 296.11 \n",
       "L 611.659955 285.172374 \n",
       "L 573.397098 285.172374 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path clip-path=\"url(#pfa2c483124)\" d=\"M 669.054241 296.11 \n",
       "L 707.317098 296.11 \n",
       "L 707.317098 295.969774 \n",
       "L 669.054241 295.969774 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 47.282813 296.11 \n",
       "L 47.282813 24.31 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 716.882812 296.11 \n",
       "L 716.882812 24.31 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 47.282812 296.11 \n",
       "L 716.882812 296.11 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 47.282812 24.31 \n",
       "L 716.882812 24.31 \n",
       "\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n",
       "   </g>\n",
       "   <g id=\"text_18\">\n",
       "    <!-- Most frequent error types before and after code cleaning -->\n",
       "    <defs>\n",
       "     <path d=\"M 40.921875 0 \n",
       "L 15.328125 55.71875 \n",
       "L 15.328125 11.46875 \n",
       "Q 15.328125 5.375 16.65625 3.859375 \n",
       "Q 18.453125 1.8125 22.359375 1.8125 \n",
       "L 24.703125 1.8125 \n",
       "L 24.703125 0 \n",
       "L 1.65625 0 \n",
       "L 1.65625 1.8125 \n",
       "L 4 1.8125 \n",
       "Q 8.203125 1.8125 9.96875 4.34375 \n",
       "Q 11.03125 5.90625 11.03125 11.46875 \n",
       "L 11.03125 54.734375 \n",
       "Q 11.03125 59.125 10.0625 61.078125 \n",
       "Q 9.375 62.5 7.546875 63.453125 \n",
       "Q 5.71875 64.40625 1.65625 64.40625 \n",
       "L 1.65625 66.21875 \n",
       "L 20.40625 66.21875 \n",
       "L 44.4375 14.40625 \n",
       "L 68.0625 66.21875 \n",
       "L 86.8125 66.21875 \n",
       "L 86.8125 64.40625 \n",
       "L 84.515625 64.40625 \n",
       "Q 80.28125 64.40625 78.515625 61.859375 \n",
       "Q 77.4375 60.296875 77.4375 54.734375 \n",
       "L 77.4375 11.46875 \n",
       "Q 77.4375 5.375 78.8125 3.859375 \n",
       "Q 80.609375 1.8125 84.515625 1.8125 \n",
       "L 86.8125 1.8125 \n",
       "L 86.8125 0 \n",
       "L 58.6875 0 \n",
       "L 58.6875 1.8125 \n",
       "L 61.03125 1.8125 \n",
       "Q 65.28125 1.8125 67 4.34375 \n",
       "Q 68.0625 5.90625 68.0625 11.46875 \n",
       "L 68.0625 55.71875 \n",
       "L 42.53125 0 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-4d\"/>\n",
       "     <path d=\"M 42.71875 46.046875 \n",
       "L 42.71875 -11.46875 \n",
       "Q 42.71875 -15.765625 43.296875 -16.984375 \n",
       "Q 43.890625 -18.21875 45.140625 -18.890625 \n",
       "Q 46.390625 -19.578125 50 -19.578125 \n",
       "L 50 -21.390625 \n",
       "L 27.4375 -21.390625 \n",
       "L 27.4375 -19.578125 \n",
       "L 28.375 -19.578125 \n",
       "Q 31.109375 -19.578125 32.515625 -18.796875 \n",
       "Q 33.5 -18.265625 34.078125 -16.875 \n",
       "Q 34.671875 -15.484375 34.671875 -11.46875 \n",
       "L 34.671875 7.765625 \n",
       "Q 30.21875 2.484375 26.890625 0.546875 \n",
       "Q 23.578125 -1.375 20.015625 -1.375 \n",
       "Q 13.53125 -1.375 8.421875 4.53125 \n",
       "Q 3.328125 10.453125 3.328125 20.359375 \n",
       "Q 3.328125 31.734375 10.0625 38.890625 \n",
       "Q 16.796875 46.046875 26.3125 46.046875 \n",
       "Q 29.109375 46.046875 31.453125 45.265625 \n",
       "Q 33.796875 44.484375 35.640625 42.921875 \n",
       "Q 38.484375 44.28125 41.0625 46.046875 \n",
       "z\n",
       "M 34.671875 10.84375 \n",
       "L 34.671875 31.84375 \n",
       "Q 34.671875 35.5 33.71875 37.59375 \n",
       "Q 32.765625 39.703125 30.3125 41.15625 \n",
       "Q 27.875 42.625 24.8125 42.625 \n",
       "Q 19.34375 42.625 15.4375 37.984375 \n",
       "Q 11.53125 33.34375 11.53125 23.921875 \n",
       "Q 11.53125 14.890625 15.5 10.203125 \n",
       "Q 19.484375 5.515625 25.09375 5.515625 \n",
       "Q 27.984375 5.515625 30.21875 6.765625 \n",
       "Q 32.46875 8.015625 34.671875 10.84375 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-71\"/>\n",
       "     <path d=\"M 15.09375 16.3125 \n",
       "Q 10.984375 18.3125 8.78125 21.890625 \n",
       "Q 6.59375 25.484375 6.59375 29.828125 \n",
       "Q 6.59375 36.46875 11.59375 41.25 \n",
       "Q 16.609375 46.046875 24.421875 46.046875 \n",
       "Q 30.8125 46.046875 35.5 42.921875 \n",
       "L 44.96875 42.921875 \n",
       "Q 47.078125 42.921875 47.40625 42.796875 \n",
       "Q 47.75 42.671875 47.90625 42.390625 \n",
       "Q 48.1875 41.9375 48.1875 40.828125 \n",
       "Q 48.1875 39.546875 47.953125 39.0625 \n",
       "Q 47.796875 38.8125 47.4375 38.671875 \n",
       "Q 47.078125 38.53125 44.96875 38.53125 \n",
       "L 39.15625 38.53125 \n",
       "Q 41.890625 35.015625 41.890625 29.546875 \n",
       "Q 41.890625 23.296875 37.109375 18.84375 \n",
       "Q 32.328125 14.40625 24.265625 14.40625 \n",
       "Q 20.953125 14.40625 17.484375 15.375 \n",
       "Q 15.328125 13.53125 14.5625 12.140625 \n",
       "Q 13.8125 10.75 13.8125 9.765625 \n",
       "Q 13.8125 8.9375 14.625 8.15625 \n",
       "Q 15.4375 7.375 17.78125 7.03125 \n",
       "Q 19.140625 6.84375 24.609375 6.6875 \n",
       "Q 34.671875 6.453125 37.640625 6 \n",
       "Q 42.1875 5.375 44.890625 2.640625 \n",
       "Q 47.609375 -0.09375 47.609375 -4.109375 \n",
       "Q 47.609375 -9.625 42.4375 -14.453125 \n",
       "Q 34.8125 -21.578125 22.5625 -21.578125 \n",
       "Q 13.140625 -21.578125 6.640625 -17.328125 \n",
       "Q 2.984375 -14.890625 2.984375 -12.25 \n",
       "Q 2.984375 -11.078125 3.515625 -9.90625 \n",
       "Q 4.34375 -8.109375 6.9375 -4.890625 \n",
       "Q 7.28125 -4.4375 11.921875 0.390625 \n",
       "Q 9.375 1.90625 8.328125 3.09375 \n",
       "Q 7.28125 4.296875 7.28125 5.8125 \n",
       "Q 7.28125 7.515625 8.671875 9.8125 \n",
       "Q 10.0625 12.109375 15.09375 16.3125 \n",
       "z\n",
       "M 23.578125 43.703125 \n",
       "Q 19.96875 43.703125 17.53125 40.8125 \n",
       "Q 15.09375 37.9375 15.09375 31.984375 \n",
       "Q 15.09375 24.265625 18.40625 20.015625 \n",
       "Q 20.953125 16.796875 24.859375 16.796875 \n",
       "Q 28.5625 16.796875 30.953125 19.578125 \n",
       "Q 33.34375 22.359375 33.34375 28.328125 \n",
       "Q 33.34375 36.078125 29.984375 40.484375 \n",
       "Q 27.484375 43.703125 23.578125 43.703125 \n",
       "z\n",
       "M 14.59375 0 \n",
       "Q 12.3125 -2.484375 11.140625 -4.625 \n",
       "Q 9.96875 -6.78125 9.96875 -8.59375 \n",
       "Q 9.96875 -10.9375 12.796875 -12.703125 \n",
       "Q 17.671875 -15.71875 26.90625 -15.71875 \n",
       "Q 35.6875 -15.71875 39.859375 -12.609375 \n",
       "Q 44.046875 -9.515625 44.046875 -6 \n",
       "Q 44.046875 -3.46875 41.546875 -2.390625 \n",
       "Q 39.015625 -1.3125 31.5 -1.125 \n",
       "Q 20.515625 -0.828125 14.59375 0 \n",
       "z\n",
       "\" id=\"TimesNewRomanPSMT-67\"/>\n",
       "    </defs>\n",
       "    <g style=\"fill:#262626;\" transform=\"translate(201.715313 18.31)scale(0.16 -0.16)\">\n",
       "     <use xlink:href=\"#TimesNewRomanPSMT-4d\"/>\n",
       "     <use x=\"88.916016\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "     <use x=\"138.916016\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "     <use x=\"177.832031\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     <use x=\"205.615234\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"230.615234\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "     <use x=\"263.916016\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "     <use x=\"297.216797\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"341.601562\" xlink:href=\"#TimesNewRomanPSMT-71\"/>\n",
       "     <use x=\"391.601562\" xlink:href=\"#TimesNewRomanPSMT-75\"/>\n",
       "     <use x=\"441.601562\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"485.986328\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "     <use x=\"535.986328\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     <use x=\"563.769531\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"588.769531\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"633.154297\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "     <use x=\"666.455078\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "     <use x=\"699.755859\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "     <use x=\"749.755859\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "     <use x=\"783.056641\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"808.056641\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     <use x=\"835.839844\" xlink:href=\"#TimesNewRomanPSMT-79\"/>\n",
       "     <use x=\"885.839844\" xlink:href=\"#TimesNewRomanPSMT-70\"/>\n",
       "     <use x=\"935.839844\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"980.224609\" xlink:href=\"#TimesNewRomanPSMT-73\"/>\n",
       "     <use x=\"1019.140625\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"1044.140625\" xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "     <use x=\"1094.140625\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"1138.525391\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "     <use x=\"1171.826172\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "     <use x=\"1221.826172\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "     <use x=\"1255.126953\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"1299.511719\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"1324.511719\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "     <use x=\"1368.896484\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "     <use x=\"1418.896484\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "     <use x=\"1468.896484\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"1493.896484\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "     <use x=\"1538.28125\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "     <use x=\"1571.582031\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "     <use x=\"1599.365234\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"1643.75\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "     <use x=\"1677.050781\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"1702.050781\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "     <use x=\"1746.435547\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "     <use x=\"1796.435547\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "     <use x=\"1846.435547\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"1890.820312\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "     <use x=\"1915.820312\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "     <use x=\"1960.205078\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "     <use x=\"1987.988281\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "     <use x=\"2032.373047\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "     <use x=\"2076.757812\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "     <use x=\"2126.757812\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "     <use x=\"2154.541016\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "     <use x=\"2204.541016\" xlink:href=\"#TimesNewRomanPSMT-67\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_21\">\n",
       "     <path d=\"M 324.438281 60.625625 \n",
       "L 439.727344 60.625625 \n",
       "Q 441.727344 60.625625 441.727344 58.625625 \n",
       "L 441.727344 31.31 \n",
       "Q 441.727344 29.31 439.727344 29.31 \n",
       "L 324.438281 29.31 \n",
       "Q 322.438281 29.31 322.438281 31.31 \n",
       "L 322.438281 58.625625 \n",
       "Q 322.438281 60.625625 324.438281 60.625625 \n",
       "z\n",
       "\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"patch_22\">\n",
       "     <path d=\"M 326.438281 40.31 \n",
       "L 346.438281 40.31 \n",
       "L 346.438281 33.31 \n",
       "L 326.438281 33.31 \n",
       "z\n",
       "\" style=\"fill:#cb3335;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- before code cleaning -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(354.438281 40.31)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-62\"/>\n",
       "      <use x=\"50\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"94.384766\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "      <use x=\"127.685547\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"177.685547\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"210.986328\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"255.371094\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "      <use x=\"280.371094\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"324.755859\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"374.755859\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      <use x=\"424.755859\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"469.140625\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "      <use x=\"494.140625\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"538.525391\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "      <use x=\"566.308594\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"610.693359\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "      <use x=\"655.078125\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"705.078125\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "      <use x=\"732.861328\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"782.861328\" xlink:href=\"#TimesNewRomanPSMT-67\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"patch_23\">\n",
       "     <path d=\"M 326.438281 54.467812 \n",
       "L 346.438281 54.467812 \n",
       "L 346.438281 47.467812 \n",
       "L 326.438281 47.467812 \n",
       "z\n",
       "\" style=\"fill:#477ca8;stroke:#ffffff;stroke-linejoin:miter;\"/>\n",
       "    </g>\n",
       "    <g id=\"text_20\">\n",
       "     <!-- after code cleaning -->\n",
       "     <g style=\"fill:#262626;\" transform=\"translate(354.438281 54.467812)scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "      <use x=\"44.384766\" xlink:href=\"#TimesNewRomanPSMT-66\"/>\n",
       "      <use x=\"77.685547\" xlink:href=\"#TimesNewRomanPSMT-74\"/>\n",
       "      <use x=\"105.46875\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"149.853516\" xlink:href=\"#TimesNewRomanPSMT-72\"/>\n",
       "      <use x=\"183.154297\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "      <use x=\"208.154297\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"252.539062\" xlink:href=\"#TimesNewRomanPSMT-6f\"/>\n",
       "      <use x=\"302.539062\" xlink:href=\"#TimesNewRomanPSMT-64\"/>\n",
       "      <use x=\"352.539062\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"396.923828\" xlink:href=\"#TimesNewRomanPSMT-20\"/>\n",
       "      <use x=\"421.923828\" xlink:href=\"#TimesNewRomanPSMT-63\"/>\n",
       "      <use x=\"466.308594\" xlink:href=\"#TimesNewRomanPSMT-6c\"/>\n",
       "      <use x=\"494.091797\" xlink:href=\"#TimesNewRomanPSMT-65\"/>\n",
       "      <use x=\"538.476562\" xlink:href=\"#TimesNewRomanPSMT-61\"/>\n",
       "      <use x=\"582.861328\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"632.861328\" xlink:href=\"#TimesNewRomanPSMT-69\"/>\n",
       "      <use x=\"660.644531\" xlink:href=\"#TimesNewRomanPSMT-6e\"/>\n",
       "      <use x=\"710.644531\" xlink:href=\"#TimesNewRomanPSMT-67\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pfa2c483124\">\n",
       "   <rect height=\"271.8\" width=\"669.6\" x=\"47.282813\" y=\"24.31\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "\n",
    "ax = sns.countplot(x=\"error_type\", hue='origin', data=df, palette=\"Set1\")\n",
    "ax.set_xticklabels(ax.get_xticklabels(), fontsize=12, rotation=0)\n",
    "ax.set_title(\"Most frequent error types before and after code cleaning\", fontsize=16)\n",
    "ax.set_xlabel(\"Error types\", fontsize=14)\n",
    "\n",
    "plt.legend(title='')\n",
    "\n",
    "plt.savefig('plots/error_types.png', bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env",
   "language": "python",
   "name": "env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
